{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "da55dd6c",
   "metadata": {},
   "source": [
    "# Chronos-2 Foundation Model\n",
    "In this notebook, we will show how to use Chronos-2 in Darts. If you are new to Darts, please check out the [Quickstart Guide](https://unit8co.github.io/darts/quickstart/00-quickstart.html) before proceeding.\n",
    "\n",
    "Chronos-2 is a time series foundation model for zero-shot forecasting. That means that it can be used for forecasting **without any training or fine-tuning** since it has already been pre-trained on large-scale time series data. Chronos-2 supports multivariate time series forecasting with [covariates](https://unit8co.github.io/darts/userguide/covariates.html) (exogenous variables) and can produce probabilistic forecasts.\n",
    "\n",
    "Check out the [Amazon Science Blog](https://www.amazon.science/blog/introducing-chronos-2-from-univariate-to-universal-forecasting) and the [original paper](https://arxiv.org/abs/2510.15821) for technical details."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ad51937",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\" role=\"alert\">\n",
    "  Fine-tuning Chronos-2 on your own data is not yet supported in Darts, but may be added in the future.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "310fa52a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bfa59f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d510b54b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from darts.datasets import ElectricityConsumptionZurichDataset\n",
    "from darts.metrics import mae, mic, miw\n",
    "from darts.models import Chronos2Model\n",
    "from darts.utils.likelihood_models import QuantileRegression\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b82a07a",
   "metadata": {},
   "source": [
    "## Data Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70d7e392",
   "metadata": {},
   "source": [
    "Here, we will use the [Electricity Consumption Zurich Dataset](https://unit8co.github.io/darts/generated_api/darts.datasets.html#darts.datasets.ElectricityConsumptionZurichDataset), which records the electricity consumption of households & SMEs (`\"Value_NE5\"` column) and business & services (`\"Value_NE7\"`) in Zurich, Switzerland, along with weather covariates such as temperature (`\"T [°C]\"`) and humidity (`\"Hr [%Hr]\"`).\n",
    "Values are recorded every 15 minutes between January 2015 and August 2022.\n",
    "\n",
    "<details>\n",
    "\n",
    "<summary><strong>Train-Test Split</strong></summary>\n",
    "\n",
    "Even though Chronos-2 is pre-trained already, we still need to split the data into training and test sets. That is because `Chronos2Model` follows the Darts unified interface and will require calling the `fit()` method before forecasting. However, no training or fine-tuning will be performed during the `fit()` call.\n",
    "\n",
    "</details>\n",
    "\n",
    "<details>\n",
    "\n",
    "<summary><strong>Data Scaling</strong></summary>\n",
    "\n",
    "Unlike other deep learning models in Darts, Chronos-2 does not require data scaling since it has its own internal data normalization mechanism. Therefore, we will skip the scaling step in this notebook.\n",
    "\n",
    "</details>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2f87bcc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert to float32 as Chronos-2 works with float32 input\n",
    "data = ElectricityConsumptionZurichDataset().load().astype(np.float32)\n",
    "# extract households energy consumption\n",
    "ts_energy = data[\"Value_NE5\"]\n",
    "# extract temperature, solar irradiation and rain duration\n",
    "ts_weather = data[[\"T [°C]\", \"StrGlo [W/m2]\", \"RainDur [min]\"]]\n",
    "# split into train and validation sets by last 7 days\n",
    "train_energy, val_energy = ts_energy.split_before(len(ts_energy) - 7 * 24 * 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3887f37",
   "metadata": {},
   "source": [
    "Let's quickly visualize the last 7 days of the electricity consumption data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3b43a60a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "val_energy.plot(label=\"consumption\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46c1c07f",
   "metadata": {},
   "source": [
    "## Model Creation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30825d45",
   "metadata": {},
   "source": [
    "Chronos-2 supports two types of forecasting outputs:\n",
    "- **Deterministic** forecasts (**default**): single point estimates for each future time step.\n",
    "- **Probabilistic** forecasts: multiple samples for each future time step, which can be used to estimate prediction intervals. To enable probabilistic forecasting, set `likelihood=QuantileRegression([...])` when creating the model. The list of quantiles used here must be a subset of Chronos-2 supported quantiles: `[0.01, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, 0.99]`.\n",
    "\n",
    "<details>\n",
    "\n",
    "<summary><strong>Lookback and Forward Windows</strong></summary>\n",
    "\n",
    "Under the hood, Chronos-2 is no different from other [Torch Forecasting Models (TFMs)](https://unit8co.github.io/darts/userguide/torch_forecasting_models.html) in Darts and most hyperparameters from TFMs can be applied here as well. In particular, you can control the length of the lookback window and the forward window using the `input_chunk_length` and `output_chunk_length` parameters, respectively.\n",
    "\n",
    "- `input_chunk_length`: the number of time steps of history the model takes as input when making a forecast. Maximum is **8192** for Chronos-2.\n",
    "- `output_chunk_length`: the number of time steps the model outputs in one forward pass. If the forecast horizon is longer than this value, the model consumes its own previous predictions to produce further forecasts. This is known as the autoregressive forecasting. Maximum is **1024** for Chronos-2.\n",
    "\n",
    "![figure0](https://unit8co.github.io/darts/_images/tfm.png)\n",
    "\n",
    "See the [Torch Forecasting Models User Guide](https://unit8co.github.io/darts/userguide/torch_forecasting_models.html) for more details.\n",
    "\n",
    "</details>\n",
    "\n",
    "<details>\n",
    "\n",
    "<summary><strong>Model Downloading and Caching</strong></summary>\n",
    "\n",
    "When creating a `Chronos2Model` instance for the first time, the pre-trained model checkpoint will be automatically downloaded from [amazon/chronos-2](https://huggingface.co/amazon/chronos-2) hosted on Hugging Face Hub and cached locally. Subsequent usage of `Chronos2Model` will NOT re-download the files but use the cached version instead.\n",
    "\n",
    "If you would like to download or load the model checkpoint to a custom directory, set `local_dir` argument when creating the model. For example:\n",
    "\n",
    "```python\n",
    "model = Chronos2Model(\n",
    "    input_chunk_length=168,\n",
    "    output_chunk_length=24,\n",
    "    local_dir=\"path/to/your/directory\"\n",
    ")\n",
    "```\n",
    "\n",
    "</details>\n",
    "\n",
    "<details>\n",
    "\n",
    "<summary><strong>Using Smaller or Synthetic Variants</strong></summary>\n",
    "\n",
    "Two variants of Chronos-2 are available on HuggingFace Hub:\n",
    "- [`autogluon/chronos-2-small`](https://huggingface.co/autogluon/chronos-2-small) : a smaller 28M parameter Chronos-2 model.\n",
    "- [`autogluon/chronos-2-synth`](https://huggingface.co/autogluon/chronos-2-synth) : a 120M parameter Chronos-2 model trained on synthetic data only.\n",
    "\n",
    "To use either of those variants, specify the `hub_model_name` parameter to the desired model ID. For example, to use the synthetic data variant:\n",
    "\n",
    "```python\n",
    "model = Chronos2Model(\n",
    "    input_chunk_length=168,\n",
    "    output_chunk_length=24,\n",
    "    hub_model_name=\"autogluon/chronos-2-small\",\n",
    "    hub_model_revision=None, # e.g., branch, tag, or commit ID\n",
    ")\n",
    "```\n",
    "\n",
    "</details>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "045aa20c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# use last 30 days of data to predict next 7 days\n",
    "model = Chronos2Model(\n",
    "    input_chunk_length=30 * 24 * 4,\n",
    "    output_chunk_length=7 * 24 * 4,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6607bf5",
   "metadata": {},
   "source": [
    "## Model Training\n",
    "Here, we will call the `fit()` method to \"train\" the model on the training set. Note that no actual training or fine-tuning will be performed since Chronos-2 is already pre-trained."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a447aec7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Chronos2Model(output_chunk_shift=0, likelihood=None, hub_model_name=amazon/chronos-2, hub_model_revision=None, local_dir=None, input_chunk_length=2880, output_chunk_length=672)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(\n",
    "    series=train_energy,\n",
    "    verbose=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea528f34",
   "metadata": {},
   "source": [
    "## Forecasting\n",
    "We now perform a one-shot forecast for the next 7 days using Chronos-2. We then compare the forecast against the actual values from the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b076cafe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "32756a350f8942ee884acebddebbfdf3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(\n",
    "    n=7 * 24 * 4,\n",
    "    series=train_energy,\n",
    ")\n",
    "val_energy.plot(label=\"actual\")\n",
    "pred.plot(label=\"forecast\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0a0144c",
   "metadata": {},
   "source": [
    "You can see that Chronos-2 is able to produce qualitatively accurate forecasts without any training or fine-tuning! Let's evaluate the forecast accuracy using the [Mean Absolute Error (MAE)](https://unit8co.github.io/darts/generated_api/darts.metrics.metrics.html#darts.metrics.metrics.mae) metric."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c4e7e695",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE on validation set: 653.57\n"
     ]
    }
   ],
   "source": [
    "mae_val = mae(val_energy, pred)\n",
    "print(f\"MAE on validation set: {mae_val:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d511f0d0",
   "metadata": {},
   "source": [
    "## Forecasting with Covariates\n",
    "Recall that Chronos-2 supports forecasting with covariates (exogenous variables). Since no training is required, we do not worry about hyperparameter tuning for covariates. Forecasting with covariates is as simple as passing the covariate series to the `fit()` and `predict()` methods!\n",
    "\n",
    "We use weather variables as future covariates to help forecast the electricity consumption. We then compare the forecast (with and without covariates) against the actual values from the validation set.\n",
    "\n",
    "<div class=\"alert alert-warning\" role=\"alert\">\n",
    "  The weather variables here are actual measurements from a weather station and not forecasts. The results shown here are optimistic and for demonstration purposes only. In practice, you should supply weather forecasts as future covariates to get realistic results.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "addc0b08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "407106836a2146c28fe8d7f7544cffd2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IFHXO0K/vDIqggMBwunTvvffedPHFF9NDDz1EM2Yo50xmCL0/ojMS93KzzTdLlizRN1WhUGhErydCVwJ6A7l+UXYi0eR76OkPKomkbVuM3X333awXy2gNW7E8EslBnqlG2OUXJ66ikw9WLMV5IIZ89D4SPXsDt8CXnzAqvHS++eYbWrlyJbt80EEHsaalny0nWqoaJY+pJHr9jxJdeY5Edrvy/Y/bX6LUWxKdeIDymJ4w0QV/HE9UiSZ7kiA6AgIDEJ1jjz2W/vKXv7AKLFzuD9r5mFmRNBqIDpKsu9UowqxZs0b8eryiI0JXOzH6TWKru4RoxhNE1efTV+HvE+2+mKjkKLruuuvSHvb+++/TaISm5lDZCdQn17GLB+9KdMPl21YS8Th8HlHAq14p/TbKtCyv6PDVHTCOBF7hGpJfdY5EB+8m9Uv+HrpKon3Vuao7LBFN/TtR9fdE6EpAYIBzjDe4+853vtNvI1xe0dl9992H3KbFzOAdn2fOnDni13M4HMz7CxCKzk6MtLwc/1yi6U8TTfh9+oO8k4lmPEV1U49J2zV88gm34o0i6BNG9f/ot/3qbGmH2f8et0Tf2kO94iwj8s+0vKLDG5iVlZWxqrK7njWSHg8z5tlt4HUrKhdUHx3lJ7GcA978TEBgZwav6PC+L1igJ0+evF2iM2/evFGl6PBkbXI/330k4StBdHZCoHz6//7v/5REU8nNwlS022dE5UrFEEP3p8Zlm5vOu30GbQ2P1WPHeI3R2P+KTTzOCj0BeVId0SG7De65+87iyFDRnpYyqRoM0fnF32RqVAvJ5s8mGl+7ffJXFpJoxf9xjwnuw0KCmQmWAgI7K3hFhyc6A7VS4Tuc84qOlZx/BwKfUF2d4boO/OqeFFUdl6IHXth+hRkqQuFrxhMd3g/M7BBEJwtAyfO+++5LZ5xxhjKk0x9jYao0tL1E9MVeRB+UE8WUg0+WJfrd32XaYw9FtkClwGjrmqsTnZIjiSTlcDvlYCUUMxjsOZ27EtgjbbdmdaITkcbQfc8rl4t8RP/368GNidsl0RmHq1fsfqLAvFHl+yEgkAtFJ43oSNu61gPTp09nRQLAaNg88KH+Kq6dzqOvyTTluym6/p9Eze1E598o08lXKYSnLyLricyvfybT3c/KVHmsTNXHy/TNOpmcTiOv8swzkSdofgiikwW8/vrrzF2TofbHRGXHGHeGV9FeE9fTUzeqSVyJdqKFWjyG6Nn3iFZLl+on3mgMX7GJp/Qo/fqCvQdvWLXbFCK7Xb1SNLqIztvLp7DyeeAX35VobNXgx+XAudxjQwcIoiMgoEKbI9BHj8/JwcLd5TqcaN5yor2biYr23ua5IAMaIRgNRKe/1g9rNsn03d/KtCJjKn3qLYXwHH6pTBffmiLbgTIdeolMF/1epo4eoq0dxBRoPu/p3//+N1kBguhkqZKGwR4garhauSyniL76FtGnU+j6s1bT/ntx8dFYI9Hqy/Sr76yaRTTnNSKbd9QRHYTitm5tIyr+FrteHCDa26iM3iH8XolmKQ28ifyzqHFze5rUbFmi45tNT3+gTKgOO9GF/ReEDIgD53JXQgeOiklZQGCkwNyghbc1NaetS6b/e0WmXS+Q6Z53DyfyTiRyFBHV/mCbRFu0R0AlpKaGWHmuyVR0KlWiA6+u7Xkhvr+Y6G+GTVcasDE/6Kjv6dcRhbCCsaIgOlmAHm5Cua9D7SPS9Heijtf02Ch6hGiSKOBq+Qv9+f9J5NEU1OC+RDUXjTqiA/txlkfiVOK6R+yJCWVb5SLZl6RkJLn98JVkp5R3F0tXXrW0tCgXptxN4ZhyPJx+KFFF8dBs2SfXE5UG1Ph4cD5taLR2kraAQLYUDM0sEMpDLC7T/B/IdMbvZPrSqCI3LD98RiXS+PHjWUhdy2UBydHPV4tCmyuDwaCubn212iAmD18lkfy2jdY9IdH/fFttLBwLkz8ZZ5ehpusFISq63Ufp6RZAZ2cnmR2C6GST6FR8x7hx0x36RUihdrudjiw9io50LyCJJKquqqIfnijRa3/gFrjKs5g61NXVRaMFv/nNb9LCVvDHkZMybflPE3158Vf05u5v0wtlL9PLY16l16a+Qd1Lt3WO3mt6ekKylZMEmaJTfCj7HsC0sUR/uXTovWcwIe8zQyU6jiK69e636R//+Ee2P66AgKXAh7b95btT7YkyfcO1gktLDbR7iXZfpFTGOkppypQp7GZN0QGsrpRqoasqLj9nEedGsbfK8xA2v+dyG71+Rgs9uOJdenDte/TWb2OUeMNGL99qo/VPGAP3wIsyTZxsEEQrOEgLojNCQLZjUqmjVFEugL6ldMbxsygkheismWdT673tbDH/YerH9GP/T+hY93G6p8G+syVDsQjMJdkziT777DMaDcCO6IUXXmCeQYAkyXTYjAR9fMpn9Pk5X9DGxzdR31qjLDrRk6SVf1jdb56ODt8Mevjhh8nSRGfMFfr1314gUZFveE32jt6XS6gsPpzOOeectPYSAgI7G/RNkOSk/276EbVyYsMPTyD66G8S3f7TjPMNlbG7fUHVDfO2ITpWtrNA2oCmtlSpRAfr1ReqsuX3Eo0tTdGK36+i13d5i16d9gaF/1exR/FF4lTxmlFeP6ZKokPVgrTVm4g2yoqBKyCIzk6A3t5epcSudAELrQD+6Ft04yk30SNjHqfTN3+XVt6cbuj2Xe+Z1FBvdK0+6UDuxCv51qgJX+EESDlqiQK7sOv7TE7R6vM+pda3jITcTGx+agutuWsdU300TFQ8BhV4xjMXaauUNWZia3dIL7OfMoZ0t+Ph4Jj9OPOzYsV8cdGiRSP+jAICVkVbW5tyIbgPtfWV6BWN6Bn350tstMd0iS46lui670kUdHENgt11dP9XV9Ejr8pUXT06FB1+LqhRydvny4k2qLxkr2kyfXHBl7TihpUUaYxQbGss7flr71pPre+p40lEt/7QWKc29M7RL1uh0bIgOiOEHsNldvwK/n70AbTo/MUk9/SfpBWwBWjX1YaRDPJWdJQcScuWLaPRADZJVJyiXz873kidC42wXHB2EdWcVE2z/5ju2Ln0f7+hxZd9bTzOL1G51qLFO5GRHCtOQFC4epOG299JByIGPjw1B6ivtFFVseq75FcmHiuH9QQERoqenh7lAldR9ccfKz3jNKBJ7lnSRrph/NNEn0whiimqjUwSq0b6bMt8/bFWnGc0PPbYY/rlI444gv0HkQNK4lG65PHXqfmlgUkKNpufnblQJzu7TJKoQbXi2dQN4mQfvYoO2hZg0A488EA67bTT6O2339Y7cMNHBrd/+9vfpgcffDDteWgsdvrpp7MmhhdeeGHaAQSJ7aqrrqIDDjiAjj76aHrppZfSnovXXrBgAXvta665huJxJVHKNETHVavkXYAlh3rJ92B6qa+z2EEzfz+DPhr7AaVQjYVFauFYWnnbaiYlzplIVBFSE3GD+1F7++jI0dnQuInlHQF2OUXj3lMbmkpE81/bm/Z7c1/a9e5daMxZ9XTk5sNpzFmGdLPhH43Uwik/uqrjqmOGjFYsp2a5V85y/XrlIBOQo1uj7K8/zJuuqjqOEJF7jCA6Ajs1dKKjpREw09H0x6y9ax199dMl1PCv8TQt4SJaeipRyjBqffSDGUoqgsWJjtZ30eFw0AknnMAM/x59Xbnv7JZVZIsZzU09tR5quGAMuavc7Lrdp5CYRFeCPjn1M+pd1cuuaxWzsYSTVcGOWkUHZAbE46233qJf//rXjKCguRd22Zdffjm99tprLLSAx2iEJRaLsftAdOA5s8suu7DnabjrrrvYayCf48Ybb6SbbrpJt99Gw7XbbruNbrnlFnr++edZFvm9995LpiI6ZcfpZnjfT64jOa6w5rHnj6GjWr5Fh35zMDWcN4bOfvIserNGPdKIaPl1K6jpP81KYqkmajiCtLFd6SVidTz0epketjrctoaS7QpBrT6mikJz07vo2lw2mv3HWTTjxmn6besfNBbtCbXqBYyzp8GSRIc1wUMrCxXlRn88HdGWGG34ZyNtfmYLI3oLL/ySXpv2Jr0x561+E7X10nvAN0sQHYGdGozoOEqIQgfrdhYIEce7EmyxXva75bT0V4piLskSneA5kajrPfrNsf/RXyMcsxOVHW95oqMpLXV1dazq951FRBu3EhUlYnRIp/G9ak+uoYMXHUAzb55BB360Hx2+5hA6+MsDyNugNBpMRVK07j4lo3uvGdzmLKAk7VihCnbbNto7AFq9a8ACjVI+MLqTTz5Zv722tpYOOeQQFiM88sgjWXIt3BSPP145eC644AI69NBDWRIvfgQQHJAb9CKZPXs2U25efvlluuiiixhZwmtpybvnn38+XX311XTxxRf3+/lAqvDHAwpQSnNmy8XBpJ4U7lSSqr7YTKA59oCdJv9qouIxYCf2/ihfvGnRjbT82pW05naFyK27fz1VHFlO+8620bNqT8/NveNy9nnzAXzn0877NT21+kqFSssp+q7bKH2oPqFqwO9Xf3Ydrbx1NYsXb3m2iT4983OacuUkGl/NkT/PJEZ0rDZGrDcMp+iUFhm26qlEipb9ejk1/t8mSvZuW2afism04pZVNPdeIzYOzDBOR7bDWr/+v5YbFwGBrBKd2h8pPjlEdNoh2DCtp2+uXE6p6LbnxX6u/emlK1+mwy87jI5YQLSvZq2DOb3pfkZ0rHg+YQ7W8pVKS0vZd3juPeW+eT2t5Egq36nhorE0/dqp7PH4s/kN7WOfl/ekN2a/zTbuyNeR3DaasT8mHNUZ2TdVr3TL1RjhdXlblrwRHQCqCxQbqDgIRU2aNGmbx3z++ed01FFKtc3q1avTGoqhnh9mTri9qKiIVaLwr4HLWiIVHrPnnnum3YdMeDgR+3y+bd73gQceoHvuuSfttlNOOYVOPfVUygUWfb2BqPh0dvmAxAaS1ZOp6PAAbWrfRNRP3zP3mU5yPumg+KYEtb7dRq9Mep2mT/KTNzmPwnYHtcbGW7pz7vLly+mp9yqJ6lQZtPEPVJqczWJWklei8OS+7X6/0GlB2vpnJfep+cWt1PJ2K9X8P5xUqp27bzotXbrUcmPEcq8cBtGJhzfTunUKKW99qJ2a79m+BNzyXss23znkQuWVmjzpUY4bq42LgEC2sGFTB1GtYtrqT8Xo+Kc/oq+Xbb9/YOp+ohWHr6DKOhdVFddRU4eDqOQwZgALhdSK5xMIn+Yn5PV62Xd4/n3MEy6a12N4A8m7pbb7/UpODlHbIx3sMjbntmc2k9s3n6I2O5FPUd9XrVqV0zGCQFAQonPFFVfQz3/+c6bU4Etm9i166KGHWD4CcnUAdFb2+/1pj8F1kBWtdQJ/Py5r3Zgzn6u1iB+I6Jx33nlqzykD2P3DPCobzDATy1sms6aKwALZkPAmnjKeKhoqBnxe6gKZlv9OqfNL9aTI8UU3HV+xjh6pnEhRqZ4aGoyqLKvhy0VfE1WcplxJhmmXzc+RpCbLVh1RSeOnbv/AHfvrsdQ4YSOtvHk1RbdEKdWbollqjJjBP4t6e1+33Bh98cUXaYrO7Kk11FBDzChxxf1GWb270kXx7gSlwum7pERLkqIPx2nyLyfq55xX9adUnjiWhcfg2ZTZ40dAYGdAY3RfIqeSX3OVcwWlFqWTHMkh0Zy/zqLS+aW09IpvmGosR2TafFkzzX9jbzrxIDv9FV0NbG5mi9HS8h8aO3bsoHvzmQU88aitrSVXoIG+2UAUTMRo715lQ4Wow7RjppLNOfC6WHdDPX206GPqXqLkPqXWRenQhiZ6IVBL9sBMgvaMiE6u5uJsKUXDIjoAJlMoLY888ggjEfvttx+7/cUXX2S3IU9Hc2IEo0QZNg9cB1HRyAquayQGl/Gc/p6rJZv1R3IAl8vF/nggbAaSkwuis3iz0iTOJqdo0mbls9n9dio/sHy77zfxJxPIP8FP6+5ZT23vK7LPUe0b6PGK8ZR0NjAZEWNsRSxcHiNyKdVFtrYX6MdV/0Ok5gjWHFc9qN+h4ZyxVHNMNb02400mnSbebCJH+WRKyDbmpbN588M5+T1zn4xsJFxXlUpks0nU8l4rS/oDUIWGBG04RQMrbl5Jq+8w/CxW/2ENuYqdNOFHClmsKpXJ7ZIpCmHIrfSgeeedd7Yh+wICOwM29O3K/geScZq90vDA8U/ys+pOZ4mTiqYp68yc22dR99c91Luyl/pW9dHW/7bQiQdU01//rVbLln6bwi1PsDUnFErPKbREPqCKsrIyevEjEDWZTtu6hjwJZW6pPbGGHO7tUwBXkY3mv74PNT68kRZfqlTCnt6ymt72VFCPcyzr0YgcHahHmeuumWDLRsms5kb55ptv0h//+Ee6/fbbWe6NhgkTJrCkYr7KCs/B7bCmxg/B3w+VSOsym/lc3AeL7oGITj4Rjsq0vltx+5vetZZsvQr7rDi0nOye7ZMUySZRzbHVtPdze1LVUQopKEvEae+urWxn3sI7XVkMaxqNXdQlLi9V9ihmVYFpAf27DgauUhcbSyC2JUqHedST1zeDNm7aYtFkZOX7OO0J8qkFU00vGuWZIIJa1QP+pl09lRa0HkEzbjCStJf9bgX1LFeYI3aaY7UhdSu7KhQKCAjsbOgNy9SaVIof5nSsIlLTCCqPrKD93tqHSvcp0UkO4Chy0IzrlTwTAKXW6CHndXNteSyakKz7Cak5Os+9J1NVLExHtyvFCjavjSb/XO3kvgPYHDYac3Y9Fc1Uxq6sN0xnbl2l+Mb55ximuSbGkIgOmC2SgxE2AoN79dVX6dNPP6Vdd92VPv74Y/rd735Ht956q05SNOy+++4sn+eZZ55hicL3338/TZ8+XSdDKB3HbVBuFi9ezCZqre4fycyo1EJOBt4fj0MJuhnw2mdESVJWqwVbDUfaoSzmwNgLjG6wC9ob2QG0eOW2FTZWwfomRZ0YF+mmgzcqiWuSXaJZt83YrkzaH1ARoOFbvSq5sftoY6ui+FkJzKVUzdEJ+eJKMn93gjY/rXwvm8dG5QcZVVk8xl3YQBN+rGQeywmZNjxsTCxjNXd3JGDaQ0aTWQGBnQiPvkaUUufjXTsMH66x544ZcONZtn8ZIzxA0wvNFFnRQ3toewrvBCJnteWJTlGokl75lGhBWyM51Qac4y8ex0rKBwvMVXPvVkgksE9Xs9IZVCWDZq/2HLKi869//YsRE1RNwSvn2muvpalTp9J9993HiAiqofbff3/2d/3117PnQNJCeThCWgcffDAtXLiQkSINqK6CsgNS84tf/IKVomvVXUg+vuSSS+jSSy9l71tRUcGqtsyAlz5QQmqVsTDtH1UOGle5i5VPDwXlB5aRb7yycM/ubWPlf1+v3n4CnZnR1G4jRypFl2xcQpKqAk+6fCKV7qU4lQ4FyOlBKBCY0LhVb7vbJU/V87isgjb4I6khvdKipF51B7KjkTqHf2ApecKPx7McA/a8e9brqo5OdAD3WOruti5JFhAYLu56VtbTCOZFFDUH5wuUnIEAW4u6U5XNFMLFH5/8GR3p5ypIgvtYnuhsicygWCRFB3cqlhySU6Lx3x96Tg3UsIrDlY1aeSJKEyLdllG9hpSjgxwaeN70h4Fu14Dy8EcffbTf+5DLA8I0EI455hj2ZyZAffrLQwuJiubT8a3ryK5yxobvjSW7d2i5NQhjVR1dRWv+vJZ5TSIr/pu15jFFHCraetz0rc6NNAknAuLjk/1skR4OEL5B4uDW/24lZ3eMxkV7aK2niHk44ORCaNMq2Nwq6Ynr9RUy9a7pYyXjDBLtcPJxlbmo4rByJrGjVPbjkz6jfV/ei8ZWcrFxD4iOUHQEdi4sXC7TJ+phv3/zR1RJSk5N2QGl5Ahsf5lDeLj9kw7qWtTNih/mPPAZVYyfT1tdXlZZZPZFfEdEZ9nWSXRc63oqSygVnpWHV7C5ZDhAKsHWV5Sqrel9nbRabU5s9g7m1srmNBFefOlVkn27MfXlCISb1EW54XwjDDUUVH7LqNCa09tOL7+9gqyIJ554glq6nHRQp5FDM+eOWWR3D/9Q48M5c3vUEziwq+VMAze3G5PL+BqixZcs0Surxl04loqmK94f28PMG6cz4ghENkXog29/TA1BznfHPUZJehYQ2Inwj5dl3cvs3BYj523iT3a8wcK8vfs/dyWbOkdJCZkO1OYvzwRLEh3WPFjFN43ldHKLWtAgEU362fA3h8GZxhxVH+tl5q0IlwuiM0rx1POfE9m9dHRbI3nUcEr9GXUsgXY4CM426oRrYn20qlHWk7ytgvfff5/5FYWkCprZpyQO+6f6qWSPfiyAh4CyfQ3peXJclZU94y1HdDa2qkZbcBjd0kGt7yikzVPvoSn/a/hMbQ/eMV7a+9k92HOA8Low1S7lErPdYwXREdjpgHxJ4DvNK6mSfPoGqXQ/pdR8R/DWe2m/t5UwDHBYx2bWtoY84yzZwRzpIQyuGipfF6FQcmBX+qEA1Wsa6qJ9ut2HIDqjFB9+uoxcqSQd26Y6/tqJxv+At6kdGpxBB8vvAWpjfSwR7qOPPiIrASaRQDUZxKT8gP6Ta4cC3wSjwm5MQj25XLW0vtEaExAS95GHtrpRmWyKE1GqfcaoJJx164wdyus83JVuVhqrwbu0LY3oIPE/0x1cQGC0YmuHTF+thtrbSie2KvNxQkrQzJunD8n/JjDJT8XqpmxMrJdOaFnHNlRWU3SQu/jee4oNcvmE42h+V1O/xR3DgavCRY6gw1B0AP9sQXRGK1q7UrRfV5POlGuOrybf2JFVAvnVBR2xVLergT744EOyEpQkWDsV2QwFx62St5EACbpas7mqqNrcUrLRqg3WSNhG/hl8pbA7BL7dtoGkHiMBufKwgY0lB0Lp/BJ9wol+0kqSqipqXjoiIVlgZ8GHS5QE5B9v+lrtp030X89L5J+YblI7GMy43rBx2Le7mZ1Pmzabvzs3D2yQsdkBxk8/iHbpVTZCstNGFYcYhqXDAYijpupUxSMsVIgee4LojFL0xby0e48RB204d3i5OTx84w3loiZpo3c/VhNVLQIWMnHVUDCpLOKAs9QI12RD1QlEE+RVX39jq3kNqngwkgN4p7Gqsf061R2WRDTtN1OG9ZrwtihTZfl4W5x2d6rExj2W/RNER2BnAYox9+naStVxZeOzKL6IbMcPz8m4eLcQBaYoC/nEcDe5ZYk2tg7bV7cg4O0l6jyT9HFxzC4ecqHMQMqXBhZ98IwTRGc0Amw5JQdoV5XopLwOXfLMhqKjHUArNlljIdfAFlfPWAqqKhcw3Oz+TPh5EhhTysqbOwfvA1H4xEA7S6DG7zoGkwNUmX1KhuRlsb0k7fkJlXS761hll8jTEdhZsHDJZjq0w8jXeyz8CF39W6Xf1XBQspcylztIpinhTupO1FvKymLNmjX65co2Y94s5XIdRwL/JOM166JKQrIgOqMQWNBrHLV62EqaUzJkI7wd5aLURvuoLVylS5CWITrudKIDy/VsIE3tUolCay/X0dykgAs4y5fxTWdGh9VxY8Is2XtkEw9PdGZ1qnk6cCt11QuiI7DT4M1XvqDdehWi3yJ30rSTpjI34OGieA/jvJwU7iLyzbRUQvLatUbLGEevoeBUzcpONwGt6hOoR0Kyu4E6BNEZfcCCXmIzFhlPgy8Hi3mYnWBmd5zkwRZXdz0VJXKg6GSoXUBvVPNqt0DPmaJ57F+IG5uR5i+BGHvHKIpQ1ZYOlhzP4GkQoSuBnQZ1rS7d8feD+CdUUTn0nDceWuhKn2v8sy1FdDRFB/k0tm6jKaZPzXMcKQI80UFCst1P7d3m7ssoiM4wF/QSyQhV+WtytJj7Z6Sxc+soOkbFjyuHik5fzEJExzeT/Quppl1aBcNIgIlMU3XsiZRe0k/ucULREdhpEIgZ4d9VscVUWTm0FjzbC83UYsPpn2mpyiuN6NTVN5Cjh9tYjXC+SZuL1RSoeoSuMM+FDXsUM0IQneEqOmSETYL12VlwnSEnucqcBtFxN9C6devIWjk6k9JDV9lKRlZbZPA5OtGk13JEp5gngVmoSCs/yKiimNWreQwJRUdg5wByQ4qSBtHpkNtYm6CRwFXi0kPuitXHNGrcaJRom308WloU5+LacbtRMM7NN1lS19E3DH5e7D0wF8sy9cRLWHNPs0IQnWETHWORLRmTvaRhTblALxG3o4JWr1F9eiwApiL4Z+pEBz2qdtTFfbBwBp3pPkOoNpIDFiI6Spf7CimW1R1WcI7hVFqnjguqIISiI7AzoLFxIxWTcR51pDpY38RsqeuVKKEmO325Imwto0DMBxP20jdWchY3nfz4+FMJlquakgKs2bdZIYjOcENXsnFy+UdQOZMJ/wQj/lkdj9HajdY4wYDOXonl6GjhGVcWT6xtSGAqSUmpiFIpIwZtRrBqBHsRq0YD6pzZVXS8Y716o886zcBLuCML7CRYvmYrFSeNFigdcseQTAIHUxhSHQvTI88sNvVCruGzz1SLaOTtjdlNn4uTfiezpMgW/BMz0izsfl1JMiME0RmmolMsG94Kbr6p4gjhm+BNO4A2t1nnJ+qM15MnqTB8wFOf3dASX2JejZPLUWL6EA1TdFQ1ByiXVaIjgQiO/LjB5OVt0GTkPqW7u6vG9OMiIJANLFnZTcVc3ptclKIFCxaM+HV96jkFVMbDFJbG0zPPPENWIjqB0mn62EjF2bUq8U3MaAVhD1Bzs3mNFa2zipoIza1RKkkq8chklhas/hQdJN02d2ZXFckVEJ/tk8ZTFVc+PVKn6Ez40nYRYSJ7sen9GxSio+TnAIGoqnaVuUiyj3znCWgOsJ5UisoSUUZ0hKIjsDNgxfqorlpE7TItXLwwK6ErLQdFC1+Rd4olKq8WLVrE/rtcLpJTFeRBvy4icmZBPR64cAaVVwFqajJvHpMgOsPA+q0OKsWCgr4iHkfWFqzM6iLs0Nt6slO6nmv09vayBR0yrwbfuNwpOopc6qXmli7rKDqyTM4elehkceLZplrPEaL2Tuv4LwkIDBfrthgJ/qmQk+rr67PyumjyqaEyFmEh+bY2rqecSXvqrVixgl2ePHkydaw3ikL8VVlWdNLUdWw6haIz6tDc7GH9qIBoSXbtwTMXre6okWxqZrBQCYgOp+ggfySbyCSBQOMWNS/FAooOC+nFlB2Wty57eV28csZ2n2h02GUt23oBgeGgudVFRWpLGGeWqooAzZ8KqMCc5h5D7e1qVaNJASsSrZnvtGnTKNzImZNOzO5c7K33pM85NqHojDrEm4xqHylLHjoanMVOsqnNGqtiYQonht6YrhBYsmQJkX8W+8wafFkyUuyXBCIuTEQbNps7F4WF1lRFZ5zNSGb0cBNpVmV2dfzbe63RHkNAYCRIdhrHfrA+e/ONpy5jIXfVUGubudXjZcuW6ZenTp1KsY1G0+NAltV1VNPaVWJZgfERoavRB6nFOGhKp2W/xNldp7x+eTxKslRiiWz/p//zLpGzgsZFe/pVYLJFArWO3ezkYkTH3IpOS3uU+doAc4N9/Urj2dx9aopOZ5/5PYYEBEYaqnF2GxvBMi6HLxsLuVt1EmYqtWSnLW3ZS1HIdTPP+nFzyNORu3xJwKOqOqiCddhE6GrUwc/lzUzcsyz7rz/WozeVK7GVqE0hzY3/vruJbHKKpqA3jLoj8lRn37lYk0zLExGSZJk2NBkVF2bE5k7DQXuaN9YvOcmmoqMRwJ6Y+T2GBASGC+TLHHDgQVRmq9Jv82fxnOJNSksSMfImE9TcaW4n9sbGRv2y7J2m5BblYL7R4OfIUwX5hKIzmoDqosqYQXSqZmY/tOTnQxEUND3RSSaTtLbZT+MiPeRV+y2VZKGbe3/QStbR2walk5vMa93A0Bo27OjHULRfcjJSOEIOcgTsaYpOOBnK2usLCJhtDj7ssMPog88aqdyw0CFPFv3M+GpGvTCk19xpBHyl5ZauMlYWnwsFOXNDDlTKHqHojCasWttCY+Opfhuc5SQRTvaZnuig8WjSPY2mhY1S7+I9crPQ8km8UC/MXn7flRyjXy7pzU3oCgZpHpU4YUygdEVSw+/eLCBgZsCYjjkA+2dRuUrsM/NqclEY0hMxd+NK3jtrQ0uAxqp9qAgh/6LsFyd41BQLoFR2CUVntOwi/vOf/9Bp5/6aGtQ8lDa3RI5A9g8gfhGsSDlo0ybzHkDA8uXLWeuHyWrYCijeLTdEh5/MsKi395o7FwVGYwyyTI41XboC46nNrgzuH6dMyi45xSZ/2VFF0agoMRcYfVi9erVywTeD5TFq8GZZ0fFlEJ2+qN3U/Zx4Rad9lawbt4Z2zc1c7AwZa19AdjICirwpM0IQnUHivvvuo2OOOYY2LCXyqeGZrhxtmtMW80SUlq8xrySoEx3vVJoUUU80G1FwVm662fJljSA6PTHzhmhQ6plyT2WXK+JtlGhRcnRCc0NZsakfqOPyGBh4uaqFaaDAqITWnZsC8wyDUnSfyXJOYGboKiX5qKfHKLYws6JjW24UaVTtnZs0Aq3xKRCQHYwEmjX6IIjOIPHWW2+x/w0uw+W2bE5umA7fUgKun6vWm9v996uvN5DLXkxjI8rJFZgaILsvNzIvH4cvS0QonMp+Mni2sHFLJ2uwCcyJGc1ZQ3OzTwL9kzMs2YU7ssAoJzqOoj10dR29l2xOW85SCJhyZAuYup+Tdr67/TVUxRmpFs/LEdEp5omOMvZmDV8JojOEPBSgwa6UCgNTD6zJyXvxrrlIuF2/ydwl1F+t7KbxkR5WJZarhby/jt/FiTilHNUUiZgzRPP5N0Yy4Ix4W26JziSD6NQjNu+qpNZ2QXQERmnoylVH4+ViVpQAFO+W/cXcGXSS5Fc2bCwXyF6UVtlkVkXHW747TeLSCEI5mo+dIY7oIMohuUybkCyIziChHeANVKLf1rBXbkp4HX4HJV3KCQZ7801bDStvM2LVRtkIW+HE2iWHRKfSkKeL0YbD7qfF3ygk1GxYvMqIV09We1wBxTmImQd4oqO6Rq/ZYF6ZXUBgJA7AVDSPpvRxc85uOVrMqzxpREfb8JpZ0XEFd6HxEYX0xMs8acpLzhQduFM7QkLRsTIQe2RER3JQQ0LJrUDdVTAHZoH6e4ZceuiqucO82f5IeG3uCmTsIHKXN4NEXsmp/AZaj5tPF20iM2LtZrU6T5aprls51VxlTt1oK5twljr1EnNmWY/cqXWC6AiMPjDVwD+HpvJVnjlKuNVC5WiOGbCZl+hgjdIUnSrHLL2Zp2d67jadzmIuGRmJz85KoehYGVu3bmULus0zkcaorQe6i33MPTNXcKj22sicj8RCpq2gWbVqFZFnvKHo2CUKzspdfy4k8brV0B7CesBXy83Zg2Zji5E07YnZcpaIrJeYq9V6FfEoKzFfw/W6ERAYLWDNNf27GHYWTomKZudmQffXGwpyGflMG7qKRCJ6xVNd0mhsWjUvd3Mx1r+kw2YoOq4q03Z4F0RnENAO7irvHuRWmXKyPrfOsx4uITnorDVttj/6q0juCUoCLD73OB/ZvblVoFxq+CqUiLMFfflac47NlnZlx6P7WRBR0czcTTxa8iRKzEECG5s5NzUBgVECVPYEPDOoTg3RhuYEye7OzVLm59TXctlrWkWHr7iqjxhrU82euVN0ANnv5BSdKlq/3ii6MBME0RlKfo5rtn6bb2puiU4R1yy0xF5Nvb3mTEheunQplTnH6AQwyJU55zoh2U4yFSXj9OYHK0xZDdHSpRCy+mhXTg0m+/NfgkPylnZz9+YREBgqwuEwhaMSTZWNasuSebkLlburDaJTmnKZlujoFZb2EDWEjZzOUI6ULg2SakSoha700n+TQRCdQYaugAa7UioMVM/NMdGp5aqLbKWmbez51eKvqZbK+jXZyhUyq9IStkr6y1/+QmZDe1g5RurDyvGTWQaeU0fteITauo1xEhAYDWhvbyfyTk7Pz8lR+TTg4rxi/OSglStXmtI0UFd0PBNoopqIHPU6yV2T2/5cDjUhGTlBDmeVkihuQgiiMwhoJkgNkrGgT9o316Er4wANSSHTKjpfLm2lmnisX9v0vJSYIyHZVUfvvvsumQnhqEyRhEJq6rmO7jlVdPgeafEwdUXM3ZtHQGBYc7F3SjrR2T23xQ+8KR6UEzNWFmmKTsgzQ3dEjo0pykk+IA9PqUEEg45qNjZQ3cwGQXQGAS0sMiahHPQJSaLyGbldRFzcYl4iu6mzq8+UzTxXNiaZa6gG3/g8KDoVfIk5iE4tffjhh+zzmAV8s9H6eEL/TXNV6gm4qzhynIhRX8K8rtECAsNORPYYRAfVqV6ui3a24QzyRAekwcbyEs0Grdqp0qU4sQPusbmfi/3V3KbTXsH+m1HVGTLRue666+iII46gAw88kE477TR6++239fsefPBB1lX2kEMOoT/96U9pEt+SJUvo9NNPp/nz59OFF15ImzdvTssYv+qqq+iAAw6go48+ml566aW093zuuedowYIF7D2vueYaisfj+Sc6Ng9VJ5T37fJ7yObKLUd0c4s5GPrGZvN56eA3jNtqqDYWLpyiA6LjrmPSLfKFzIJmtRDMl4xTacqWczUHcKmVetoxk7RXKAuDgMAoAY7nYs80KkKVD1TM6blVLfiNiR/vaQ+Ykuho5KLSOVa/LTQ++zYWmQjWcXOxpHjMmWke1jDk1fqMM85gxAMtEX79618zgtLR0cFCB0888QQjO48//ji9//779Mwzz+g9fy6//HJGdF5//XXaZZdd2PM03HXXXew1XnjhBbrxxhvppptu0n84xERvu+02uuWWW+j5559n0ti9995L+SY6Ra6peo+rSIk373koG1vMFxdmBNBVSTWqoiM7pKx25R6M2sWIjrOSSHKaqvSzSSU69Wo1Wq7zczSPHl7RQRXEN9+Yb1IWEBhJ6KrKYbjTl07N7Xzj4Nx//QgJ2YNKbz+TYd26dex/ha1Kv61meu7nYg9v4Cop6RxY482GIbfeHjfOSMgFk0btPpJ1QVJOOOEEqq9XavjPPPNMRoiOP/54+uyzz8jpdLLLwAUXXECHHnoobdy4kerq6thzQW4CgQDNnj2bKTcvv/wyXXTRRUzdgUI0c6bSY+r888+nq6++mi6++OJ+Px9IFf54QAFKpVTztuGeXB6jxxVVeUf0eoOBs9z4aRR3ZDnn7zkcuVRyVFFNWFnMbTVekiWZ5FRuSZmTW9CZO7JkY72d4OFgljHaogop9WiwqcI30ZfTz+eAgRc2tzIUnRiRzUULFy2nvffeK2fvKSCQT2AurrYhV1KZc4rG5XYutgcMLcCfSmDyYUq2WeYZDVq1UyWhykpJRi6f5M7DOuXULxeTQqxeeeWVrL0vXsdms+Wf6ABQXUBiYGKHUNSkSZPYQCOkpQG3MTM5tTfJ5MmT9fs8Hg8jRLi9qKiIHbx4PP/cRYsW6c/dc8890+7DgoYqJJ9v2zDJAw88QPfcc0/abaeccgqdeuqpNFzgwK51HkqkpoCkymSdQecKIAspSSabLDHV4pNNkZy/51DxzTffUKm9WnfhlKptefmMiajRWkFzR0ZCMiRls4zR0pVQb8qVvlMq+oI9Of989qCNkp0pCqph1nc/WkYLjjDHmAgIjBRLlq6mqpShIvR4c39OJZw2csRTagl1GVOOzTLPaEDkAwGaypShdrfZWql7XW773fWmDMW6JJli5e1QvBC+6m99Hg7Gjx9fGKJzxRVX0M9//nOm1IDMQNkB8fD7DWkel7Xsa/zn79Pux3O0sunBPheqDzAQ0TnvvPNYeI3Hpk2baMyYMcNmhp2dnbSrq04nOjWzSqmhITcNPXl86V9B7h4lPBNOllBDgyHZmgH43WttSgIaUMnGJfefMVWXohXSaqZcaO7IyNOBcmeWMers69kmdDV+/njyNeQ2h2l9RSP1dvYpig4MHVdtNc2YCAiMFFvaXTSNywkcO28shRpy6xWzyLeOqDOq9nMqo97e1aY6p5ALi+gI5sBKdT5MSRJN2H0C2VTn4lyhJ9ZL66mRKwypIgp3srU5G2OULWVoWEQHsNvtTGl55JFHGInAF+NLoHHZ61WkLPzPLI/GdTxHIyu4rpGY7T1XcwgeiC26XC72xwNhM5Cc4RAdVPLAu6Gyuly/rXq6Lyty2g4RtBH1pNii1d7jz897DgFQ4iqpSJdKS6bkZ1yQCO4qdVKsNW4QHVctC6WZZYya2lJpoSub20b+Bj9JNinnuV29K/tYPpkjlaKFX29gJmdmmpgFBIaLdU1EB6q93AB/Q+7nHGaK1xnVQ1ctLR+bZp4BsD6yNTI0j/lnAdGQmxyuYS/vg4ZXbXrK5wVSeDlLGs+GEpMtjPjXAhGAlIcvpchnCqD0TJw4kV2eMGFC2n2ossJzcHswGKSysrJBPxf3VVdXZ00W2xGQJA3GXE2Gb07DnNwneQHOMmVRdMoyxbtyn0E/nGTkkOTvNzEtXyXmjOigus9Vayp/i60dEtnklF56DyNFyZ57p+L0yqsYkaNcLwoQELA6trR7qDyu9P1LuWzk5Az9cgV7kfIe3lSS7PZy07mwax46HvcUCqoeOlSRnzXKEXJQyqHMayXJKCtOAcw2RkMiOlBTkByMsBGSkF999VX69NNPadddd2Xl308//TQjMNjpP/zww+w2YPfdd2f5PJhwkSh8//330/Tp01kiMoDH4Taw0sWLF7OKLi3f58gjj2RZ3Ij54f3xOJSg5wsgOkBlSjnYY5KNKibkZ0H31RiM3GFCl9utW1spJLv6rfrJV4k5Wk9gAiK3ouiYBS1dNqqKRRhJzUdpeb9EB3k6zlIWYhYQsDqwhnRFi6gUBQhYvMo9OTfEA1x8l25HJVunzGSKh9QKoNLF5cFyPbpyCYy/HHSlV8CakOgMWdv617/+xZKRoXIgZHXttdfS1KlT2d/JJ59M55xzDourocLquOOOY89BKAnl4b/73e/o5ptvphkzZrDLGlBdhdcBqYHCg1J0rboLyceXXHIJXXrppewAQwUWqrbyajlOElUllASdDl9+Ti7AU+OmCCkntSdsPqKzuSVGu6l+Fpkl8bkGb46HiW+jq8ZUik5bj5OmxQz3Vv+k/BAd3mOoBAuCs5wWLnwzL+8tIJBLIA/F46hUQkhQurk5IJfwlDlJczEL2ssIZzU281qFsWmIDldaHhyXH0UHsJe4iNqiSpNlTxVSJ61NdJBDA8+bgYBEYPz1B5SHP/roo/3ehyosEJ2BcMwxx7C/QgCKTtA1Ua8sChfn7wDy1fmogxRZsihmp0RCJocqE5oBTW2yEpftR03INdzVmURHCV1h1+d25y+E1h/wO3WHXVTFGynmwTG6v3EB0fn6669ZuBjnmYCAVYFoQSlX/OCrzc95HqhxqVmIaMdTQhvUhdwsREcLXVWohn1A8URPXtMIYqu6lSbLjiq2Ymn9Ic0C82RUmRRQdKo9RtdyqszfARQYY+QFlcWjugmdWdDcoTjwanByfU/yreggRwdKomZpUEhs7cgofWef11WYcXGUKa06uDw3AQErAqHpMslo4Bkckx+iE0xrsKzMyWZayDVFp4IM1bhicv7WKS83t5XYStl/syk6gugMQtEpd0zQr7vq8qfoBMcZZZNliShtVnqLmgIo5e7odeuKTtLvzHkpIw93JXdyoamoI8js2c3gWgoCCOgVYRn9uXIJD6/oIGnTWZbe3VhAwKIAuSjjikICecpDcfMNltX3N1NrFY3olJDxOX21+SM6RTwRlJT+eoLoWAwsdOXg5NI87cyB4FiUbhuLFt8ostBg+TDOSt2vhTir9HzAwykXLBcFcNWYg+ioyhsf1nPnKX/JXW1McKUsObA8zZZBQMDKik6p6r4LeGryRHT4ljPkMd3GQe9cnjIyUdx5TCMI1G7bBsJMihcgiM4gQldBmxH7DNbkMQ+lwk1JSplS0YFbtMNZrff/ciAhLY9ID9FopoENpmi4p4UYS3hFJ19EB0qXlB66AgTREbA6mptbqFh29tvzLpdwlXMLeTLJ+l1p5MI0io7kpiDXeievaQSVPBH0pVUrmwWC6AxG0ZGMEFJJTf4OIPiudDtieo7Oui1xUxGdkL1av+7J06QzYNIt+xAT9Z4vZlB0tNCVFJBy3u1eg81p00mVlowMCKIjYHVsbO6jIF/lmSfVIr3BcpzIVW0qRYcRHWeFrq5H3Q42D+RzQ66hRCWiguhYUdHhTPHKx+Z3QQ97lUW8JBmjNet6TEZ0jJCeP48hPcBR5CCb15YeuvJOMEUPmuZ2ZWelTTz2UntB1C6MiyS5iGx+QXQELI/NW2MU5BL84Y6eb6LDzmmTER2mLrkqFd8s5E/687zprOTHRyaSXKoti3kgiM5gFB0uyatyXH5zUajY2MG0r1Psvc0A9A8L2bgKiNr8jgu8jLQkQUPRmcTaHRS6szA6l7tTST2s56rIc/6SqnbBrLCINSIsF0RHwPJAkr/WrBbIhysyYHfbKOl1cKZ41aYLXTmcNbq/kGbgly+4eEWHjU8ZI4IwFTYLBNEZjKIjKwc5ls9QnpUL1VGbId5k7GbM4GkR4kJ6vHyZ74TkomSC9XWCooNqsEIbBzZuTa+4yvfY9OelI4iOgNXR3m3TWxwkvPkNz1DIZRQYuCpNpeiA6IQchqePrTjPa1SJk2Q1L7CYywvUqsHMAEF0dgAoBMGU8iuGnc689Cvi4efK2SUThT1Xr15DIclbkPYP/SUks/CVR+mPVujw1cYMouOrzp8lQWZFGnK7MPEIoiNgZUAd6Aq7jNCV2n8qX3Co+UCBVIIcjhpTKTrY2IUcRr6kqzzP6rpdopgaLlMUr1LT5ekIorMdoC/Xps3NVJRUQiERT/4X85IJRsWXPywz110zYPW6rUo8tgCuyAOa49n9TFZev349FQpojbKBEZ0oR3Ty44qsQSg6AqMNW7ZsIclWTn41GTnfqoWHryxymCtHB5vxkN2Q/r3cZ80XUlq/KxBRu6LomClPRxCdHRxAdkc5Y/FA3Jt/ojN27lj9clk8ppvRFXp31dicMDx08ugTs8MSc+8klj9UKHT1EvWGjUTkTMOxghBAZznrEycgYFUgVI6GmrYClE9n+qcV20pNQ3TwOaCchFRH4nxboGiQSoy8QL9TUZeEomMRIARSxMU+k4H8E52qqZVpi5YZTAMx6aTsZRQsUJ+r/toq8CXmfX19VChsbCmch87A7siVQtERsDRYTiBX5enNc6i8iCMPIanINKErbMaBkM3Ilyyuz/9c7ODm/2K70lxUKDoWIjpBR61xQ56z2TPdP8sSEVq21mgUWSgwrxpnVXqfqwKHrowS84kUDhdujBqblf9pycj5VnTSQldK8qQgOgJWJzpBuxHGD1Tnd77xVae7/5pF0dHC9CHVqA8oLQDR8aQpXkroSig6FsHatWsp6FTYKWAvzr+iA7+YmF11R45H6f2Fha0oAjZu3MgWT20xT3kdrAQz30hrA4F+VyZQdFBavk37h3ybKVZmhq6qBNERsDzRKeKqPIuq8zsX8+dwiDzmU3RkT8HMWwE/1waiTO0kIIiOlRQdmyGXukrzfwABiZCxaL354TpTJAZi8dTCRbay/JeW95uLwm6sLSjRaesqfOhqG3dkoegIjAZFhzNuzXdOYJo7cspB0WiUWVmYYtOJYINsL2gaQfE4g2iVk0JIRejKUkTHkEs9eS7b01A+SfkMMKDbsDbBKnsKXc7odVaRVzXEcxYgy187obVy//KUSnSc1QUNXbV1p7siJx1JcgSMZnv5Dl8xd2SHIDoC1gYroeZUC1e+e+uluSOj31XAFIoFIxP2gNKDq4BpBOUTeKKj2GmYYXw0CKKzo2RkW8iIC+fZLFBDcYMRfy2m6oIvWlB0SmxGSM9XUxhFByRH22mh6SmDq9oUio4W1pMDhXFpTnNHtpVSl0lyCgQEhoOWtj4qkm0F8+1ycZs5tOOBNxW6qRcajEw4K/V8yZirMGkEQU7RqUgpv41QdCyAZDKpmAWqbeeBYJ7jwho8tRxbtpXT5qbWgu+uyiSjnDE0tjBEh1cuiuIxskHpcgSpq9fY3eQbrV1EdjmlTzy2PPe56jesJ0vU1SsXXAkUEBguWrsduisy4MxzGoEz5KSUTTLy75xlBXdg18kEGnqqG6uE31mw+SalXi5PKuMkFB0LAE0r4RcT5LLZQ3nu56TBN9Zw1q2Kx+jLZYVXdEptRfp1H0fECrWg22TSXVM7w/l1Is5UdPh+PPlORO6vxBxJ7EmprKAhPQGBkaCj151uZ5FnHx3JJukkgqm1DnMQHZAJh7Na93rTjPvyDZvTRj0eZc4pTygbTaHoWABaGwG+oWf5mMIcRN4GY+Gujodp0crCJsHhBC+Vff0uqoUsa2SeMTDRiuTXiZhHW3d6IrK/1kigLKg7srvWNJUiAgJDAZJ+w8lQuqKTp4aePFIht5F/56gwBdEBmSh1GKaytgL0HNTQG1CbLCdj5HRUCEXHCmhtVcJDWkNPoLQ2/0mlgI8nOrEwfbM+v/22eEDlam7tplK1/1dmmCTf8NRxseG40t29J2aoTYVQdIqTRvuH4rFGjldBK9Jc9aZqsicgMFiwBdNVrROdlC/PDT1VONRwGXP/ddWbguhgbMo5rzd3deHU9WiFsakb495VKDpWgLb71Rb0TqeLnO7C5Ft4670kS0p+RVUsTGu2FI5YMKMsR6VRzl1gouMdY5DASpXo9CUMv41CEB3eQ8dXVRh1aRt3ZLcgOgLWRFtbG7Oz0ELTtlCBciW5hGR0CzcD0QGZKLOV69f99YUjOnKDkc86zjmdkTCz5AUKorMdoiORRCVqvLHXW7jF3OayEZVKeuhqS2fhQjOsoslZqYeJMo37Cpm/BLULiCQKc7InkzJ19GR46BSo9H4bd2R3vQhdCVgSWMydzmoqUht6FqJ8OtONucReVXCig5AeetiVS4YFSnFDATedUwyi0+AYx5piRyLK5rPQEERnAGBRCDrHkJMURhotKtwBBLjqlLAZ5NtYT+FYO0todVXqLReSbjtzby4UvBzRqYwrRCeeKgwRBMnZ1hW5QGaKme7IInQlYGGiU25TGkUCvjGFmf9KuBzNYnvhk5G1HJhyMghG+cTCrQ0ls42UgXGSufpdCaKzHaJT5pysX0+p3VkLBR/npVPU66JEQi6couMo031rUsWFHRcoF5JDUbuq1NBVXC5MAnBnb0Yn9QJWXW3jjuyuE4qOgCWBxbKC687Nu/DmE0GOYJVRkXmIDmekWDaxcPNx7VQ39dqUTW+9rJAesyQkC6IzALAolDob9Ov2AmazA8VTjKTW6nhE76lUCEXHYy9nLs2AVKD2DxpsDpuekIz8JSApFVEqlX+jvk5V0SlXCVemB1JB3ZFdY4SiI2DZHJ1yrs+Vn8vLyyfcnDFqGXmZYWAhc1A0taQsZeSOemoKZ61RXynRRpeyIa9MOchBTqHoWILocNnshSyhBoqnFOuXsaBvaC6colPqqNSvOwtMAAGfOvHBS8KPygx7qCCx4S7VkLk8obx30p0saFgvzR3ZXkIt7cJHR8B6aGtrp4qUp99Ky4IZtyZTFEu6C6pYID+HbB4qU9s/9LpdBXFF1lBVQrTJrRAdG0lUY6spuIu/BkF0BgB2v2V2Y0EP1JsndIWk2y+WthaM6JRIZaYhgNvm6USIHMUFaQPRhdCVLFO5mqhtKy+cDUBmQjJUpg3NhakaFBAYCZpawlShJiIXlOjwig7mGffYgoav0FjU5qpjhqBAJFjYudjhkKgrZKxTdfY6hYyZAILobE/R4bLZSxoKF4LYxksnHqZPv9pSsNBVsc1QlwK1hclB4eEda/w2LHzlCBWE6CBHB8niLlkJm/nqClcdl0mOa2Nh2txe2GNYQGA42NyaSgsHewtUQu3wOyjhVRRatpkpMNGBal3smkx2tWAmVVr4TWeMs9Oos48RRMcSyciSkUVeOanAVVcVLko6jcV8bWNh8i1AIIpM0P9ru146BVR0+Am5eJJBCAsB/0Ru0on1UmNL4X8rAYGhornDRhWqapHkGvkWArJKJlgxhruh4ESn3DlBv26vLPxGxl5rzMUVjgZBdCyh6MjKQZ0kieomFla5kCSJkmU2XdHp6pEKR3TIOJiDVYVfPNN6gUHRsRdTR0dnQRSdcs5IMTCmMNVfGvwTeEWnj9aL0JWARRt6ahuIRImHzYWFgkt1HoZqG3KNL3joqtxRr1/3FrDwQUMRp67DsVkQHSsoOilleNqdLiotLmy+BWCrdujJpfYuW8FCVwEyDmZXnrsI76gXGPPSsTlpc1P+ic7Wtkiah46rwInavvEc0Yn2UW+inFWKCAhYCdEev9600lZg1aKIU0lrHQ2swXEhFZ0ye3m/JKNQKGtwk5IaTVRuK7Mm0YHT4TXXXENHH300HXjggXTuuefSokWL9PuuvfZaOuyww+jQQw+lq666Ku1Lvvfee3T88cfTfvvtR5deemmapwdK0H7605+y+0488UT6+OOP0973wQcfZK97yCGH0J/+9Ke8lPT1dPVQcVJ5n26Pm2y2whMdD2dY5SugohMkR0Gb62XCU+3ZxkunsSn/2f7NbVHyc0mTzlDhKq4AR8ChJyRD0UG/oIULFxb0MwkIDBWePkMZddYUdjGvnGEQnRqpgpYtW1ZQolNCRnpFkQnyJWurbNTuULuYU9CaRCeZTFJtbS3dd9999MYbb9B3vvMduuSSS9ji9/jjj9M333xDTz75JD377LPM++CBBx5gz8PlX/3qV3TZZZfRq6++SkVFRXTLLbfor3vTTTdRWVkZuw+E55e//KXu+fHuu+/SE088wcgO3uP999+nZ555hnIJkDZv1K8PTkTtylpohLjdRKi3MIpOb1+UAlxDT1dx4YmOZJf0BEXNS2dzc/5LqVs7EuRXd55mIDp8nk5xMk5+eyWtXr260B9JQGBICES9pvClAkKTOUWHgvTVV18VlOj4JS6NoKbwc3FtOVGLU/mNSshDfZrnRoExpNXS6/XS9773PaquriabzUZHHHEEOZ1OWrduHW3atIn22WcfKi4uJr/fTwcddJA+qYIUzZgxgyk2Ho+HLrzwQnrttdfYDwWS9Oabb9JFF13E7oNSNHHiRHrrrbfYc1944QU64YQTqL6+nsrLy+nMM89kt+US8EYodRlJXskCu/9qKJ3MsfdoYRSdju4kFaldhM2i6PAJyZqXTnNrX0HGxscpOo5g4ccmLU+HgtTV1V3QzyMgMNQ8lNKUUfzgL1D7h/7Op5qkg1asWqu0xSnQ2PjVPFKgxASFIeUhEB3jM6XazNHUc0RbzvXr17MQ1JgxY+jb3/42/fGPf2TqjcvlYuQGZAdYs2YNTZo0SX9eXV0dORwOamxspEQiQT6fj6qqlN4YAB6rkSQ8F4SKv2/VqlXbVWPwl9n8bChOufgOxS7DFdlW4iqI024m/JWGhOtO2ArymTq6UzRLXcwTdokkt2SKsfFwE2BVLEIt7ZG8f67OXpkCKYME2osK8xvx8PJ5OvE4NbUlCv6ZBAQGi9bWViqWjWM4WF/YuRjzDJZuSbVskB01tHjxYtp9990LlC8JcqPMx8VV9oKf28UBohaHMRfLrfKIPhOeC1GlYEQHagzycJCnEwgEGNmBmqORkr333ptOOukkdhmqDU9kAKg++KFAdHA58z4tdIXn8vdrzxsICJfdc889abedcsopdOqppw76uyEE57cbn1f2JZhqVWiEo5yXRFIqyGdqbotQQFV0Ii67KcYFiAajaQnJm5u78/7Z2rvdaTk6W7qayLmuMMaOGvqCRowceTqrNoRN85sJCOwIK1euJL+EhVNZLCPUSuvWFdbhuy/oIn9XTMl78zTQZ599xqIN+QYKC2bIqKRU5pwtnZtI6i1sLmlvWKJuu6EsRdoiI55vxo8fXxiiA3JyxRVXMHKDUBZw4403MpUGYSgkCyMxGYnDSDyGYpOZlITrCIXhtfq7D88BMp+rPW8gnHfeeXTGGWek3YawGj7rYJmhQnRKSPVhouKaImpoMNpBFAp9FKa1tJ5d9qUkGjOmgbJAdoeEhOzTQ1dJv4saGgzlq5BwzHJSCymkoiIeobUxR94/WyzRnkZ0xs8YR3ZfYUu6u/fqoUbaxC7XxfpoUbLYNL+ZgMCOgKomP0GhVzZ5E2bWU1GDEcIvBD6tbSHqamNh8iLXJLbuFeKccrvd5FfXqLDdTuMmjqNCQ5aJIk6D2LiSI1sjsqVQOYbzxlBy4GVw9dVX654GK1asYInJmvqCyqy//OUvOiNDTg5PPEBwkHeD14NqA3ZaWam0XEBoCs/XngtWj9wd7T7k8AwEhM3wxwN5RCA5gyU6CMcFbCEY6DD4ypTnFxp84q8/laS+qERBf34ZfDTsJLfq/Cv7HaYYF8BdbsSFoTh19WZH8hwKwnGXkYzsUJxUC+n5Afg5d2QQwPZej2l+MwGBHQFrQ4Drzu0qcRX8+PXgnPpG6apc65zMog+F+EyRSJQCamVwxGmeudjm52gF3D5M8LmG/Amuv/56FjfVFBwN06dPZ0nCCGkhtITLWl7OwQcfTF9//TWrmML9CC2hBB3Jx1BsQGLuuusudt8777yTRmwWLFhATz/9NMvnwfs+/PDD7LZcAuXufs7911de+CQvgG8QiaTXjgL0S5P7DEJhKzLHuACOoDE2IBs94fwSDKiY0YQRurL5pYKTHABkK6VOPDBd644UvhJMQGCwgILvl41lymmCBP+0yitbTcE6dPeGZX1jFXObxwzUHjDmGFuk8CQHGNKst3nzZvr3v//NJDP42mi4/fbbWVk4yI+mxOy66670s5/9jF0uLS1loSyUkbe0tNCee+7J/Hg0IAz2m9/8hpEf5PKATIVCIXYfKrVOPvlkOuecc5j6Ay+e4447jnJddeWXDMfJogpzLA42h40ikkweWWIHeHu3TGOr8ruYShFDLXMEC+/boMEZ4tSuZIJ6I3lWumLIInCQX01G5olXoSHBZG1ND+vP0yeIjoCF0N3dR341eoF/9kDhF/Sy6T7S9pg1UmnBiE5fn0tX1xMe85zXLs5WwxYrPDEFhjQ6NTU19Omnnw54/8033zzgfSAs+OsPJSUljCxtL+8Gf/kCiE6AJuvXi03Q5kBDxC6TJyExRaelHQm4A+cr5QJSzG0qnxgNTl7RSSYoKrmYypIvVQXtHxCg1srLXcXmIYGuWi/F1/SQg2RyhvN7vAgIjARb26P65iHstJtCJa2e5iUtC6WcfNTcpoSx8o1Ej6EspXzmWaM83LpgTxS2DY4Gc+hKJgMLXZGxoBerrRfMgIhDYfBQdFBCnW844p5+yUWh4eBOLoyNLPny6m+Bhp7eVJK0/aa7xBzeS4C3zvjNgpHC28QLCAwWrZ1JCqibh5jTHMtVgOueXiq7CqbopLhNi8SlNRQavlJDdXMmDTJWSJjjyDEZWOhKFbuQj1xaVXi5VEPUqSSfYVFtbck/0XEljZPcU2Kek4tVN9mV3R4rf3cU6RYF+QAMQNNdkc2zw+J74ITiI1d0YCmBELKAQK7R2pHU897ibnMsV65SJyVVZak0KVFbgYiOnXOMdoTMoyD7S411wUMB5mNXaJjjyDEZWOhKTYDrtTsplOfKpu0hoRIdoLM5/0THnTSUCl+peRZzSNpaXgybGG2BvBKdjh45rbS80Dk6qIicO3cuuxwcY/xmRUnzTIgCAjtCdyfyK5Q5L+k1x4ZTsknU61POqdJEnFo7CrOQ22IG0XGaieiUGeuCT/JTd3fh3dgF0RmgvNyv9nMKOxxkV5UCMyDpMYhOVwH6OXlSxgnlLzOPosPnDPmgrNgN08l8oLk1wlpPZH4WM4CvGvTJblPssAQEBoNoJ7dE+c1BdIBYkTIPhpIx6uwqTJiaTyNwFZtnvvEX21V7RxAdT1oD70JBEJ1+0N3VTQHVqCjqMs8BBEg+g3T15Dl0haauWCg1BMrNNTZauChQAEWncXN3WugqG4rOSy+9xBL44TiOprdos8K3P4HlAhrroqoR/lXz5s2jjz76iDXARVXjl19+yZSu6qOq6JXof6kpuYUeW7M/s3ng1Us8Bkaf2m98wQUXMP8qGHNOnTqVGX8KCBQC8S5jibKZKA9FVnPw8Ols0UpW+JBvuBLmTCMo8kvUZ1M3neQxhaJjntExEWI9cT2pNO42T3gGcHIne6Q9vadXrgGfIx9hJ6MoAkVmIzoqubCTTB4bFJ3+rcdBCOC4mk109iQp1kt0thq+cl7vIPuf0negaIa7varF/jxE4Cw+Z84c6unpoV//+teswe0XX3zBjNTgNYW+cc8++yx77c8//5xZMJx22mms/w6I0quvvkrdy3po8QlfU0dKySXIdCLngefDyPOJJ55g5AqkCE14UXE5lDYqAgLZQKrPmH9dJsp7s5VxxSpSFTs/i4ry69js5vIlYWprFhR5ifrsDuYc7SOnKRQdc61UJkGq1zhoEl5zDZFSuqeqTd2qdXOewPqOsSZyCtHxmKRzeb+VV5JvwBMMJGfjxo05+Qx6Z6sO9W8E0HrFabj//vupoqJCN9/cunUrffLJJ0zRAfjGueg/B0NPEKBQIkwrJEMJ6gsPrATCRZz3uIKy88EHH9Djjz8uiI5A3iH1GZsFT6l58lDsnBN7sb2CzTX5JjqeFKeum8TrDSjyEbXalN8NREcoOmZFxE9adXnKZETHzyRTJTcn0ZfKO9HxsSZy5ki4zQTvmgqiM1DoCot/ttHSESdbFP5GSb0yw+axjeh90VYFKg7CUTDa1Pq+rF+/nqk6MOXUSM724Mhwk23r2L4SeOeddzJShfdBiX4sFtMTmwUE8glb1CA3gQrzWCO4+U2VLcjmGqir+YSXy5cMVphn0xn0E4XV0JWH7NTVkb8UgoFgrpXKBMCk7pYVV2atn5OZECz3kqwSHTmcX6KDRY+3Yzcb0XFwrqleclFbe/87iaGEjwaLPc/4nGZ94qOTW5Vw2V7P7EFl83dMQraHY445hjXEQ8uU2tpaRnRmzZrFjtHtNbbtb1xwpEhqSl5bp0F0MhOTH330Ubrsssvo1ltvpX322YftUm+55RZGtgQE8g1n3FjAiypN5E3F5cT4bPm1sgCQE+RLGWMTrDKXohNRFR2gu0UoOubsrWIv06/bAuZhykBJtZ/aSHXijOW3GqytI0x+VVWAblHoztyZsHOk1JNKMFfVfKG9x5buozNCEoi+bsuWLWMkZ//992e3vfvuu/r9yNu59957qa2trV9VB41tkVislcNGHRKFVAK/YWOT/jgoQzzee+892nfffekHP/iBfhufAC0gkE+4E8Z5VGQi1cJX5qA+9TL6IuY7DwU5QQHZSGMorTYX0QlzRKe3TRupwkFUXWUA8cSArUS/bjOZalFZZ6hN9jwTna3tcaV0mzk0m6NpJQ+eeHlgqJhHf4veiDPdR2eEiZNoi4Jk4Lvvvps1uX399ddZYrIGVFshFAbjPpCT1atX01NPPcXyaYBx48bRmjVrGJFB2KvHESe35KZJjun0wjP/pKVLl9Jbb71FV155Zdr7Tp48mSleL7/8Mi1fvpyuuuoqlgckIFAIeJKcalFpnrmYrzj1kTfvig42OJq6njKZp1kRU3SM8ekTRMd8AFP220KmdLgFAlxCnj2R359va3tCX8yhEJgNDn860dmSx/L7vpjRuTwbPjo2m42FkT777DMWrrrkkktYCIlXbP773/9SZWUlLViwgGbPns2a6trtdj2R+cgjj6SDDz6YJTC/E1fKx3/qv5Ri8QTtvvvu9P/+3/9jzXZ5XHTRRXTiiSeyyq299tqLKUu8uiMgkE94U8Z5FKo0z1wc4tQlv5R/ooPzMiArc3Cf3c5UW7MgmKHoRDrzb2ybCfNQZFMRnSCpZpzkKjbPyQU4uPCMO5VfotPSHqdKre+Myzwnlga+szFaZCxvzt9OIpL0kT/Vol93BEZ+ah122GGswooH79eB/J0nn3yy3+e63e60++6d8RpRU4Im2MfQ8d+5je688ch+XxPPe+CBB9gfjxtuuEG/DJ8eAYF8wJsyzmm3iVSLYk5dKkQJNVN0UgbRMRPcLolidmNtipqA6AhFp7/QlRQwpRFTpmrhStn0Spx8oKNN1u3YE+ap9OyXBELR2ZpHn6G4HNCdkR1FDpJM5KYNpLzcxNOR3yR2AYHhAIny/pQ5ix+KOKLjl535V3Ra2siv5uBFTNLslEfKbaxT0a78+r31B/ONkBkUHcnouOo1WZsDPg/FK9vzeoL1tBo7f3nkvSFznqPT3WfLSwfzeEKmlBTQk5HNNCFrkHzGqR7vyr+Lq4DAcApDtPBMKksqabbAmxf6yJZ3orN5Yzc51U1nzGUuRYeBIzrx7sK3nBFEpz+iQ8YqHuD6BJmtsshNNtq6VbeoyzkivAEe14rCLLD700NX5AjmzBiQR0eP8l/L0TFTnysNdo7oJPoE0REwPzq7evUqz7DdZqo8FJvLRjGbck4hhJTv0FXrRiMclPCYj+jYuHWqq7nwzsiC6PQbuuK6PZuszUGmatG4WbH1zwdi3cZEYzdRR/f+k5HR2DPE+kHlGlvbU+RIpcgtp7JScZXrsUn0me+3ExDIRFNLWN88hE0WCgaiTuWc8qdk6sizKV7HFkMlSZnM5gOw+Tii09Kb1xSL/iCITn+KjqwsVEmSKFhuN+2CBdVi/ab8mTEle4zDxRky38STSQLJUZwXRWfDlt6seujkAi6uR5ocMd9vJyDQH9EJpJQFPWK+U4piLmWd8KWS1J7nhNveNkOVtRU5Ta2uO1M+2rRpU0E/jyA6GYAE6VeL0XrsDgqaTLlAkmtc/dXcqSRtbFLjJnmA3GccLp4ScxHAbQwDZRCdECvDzDUaQXTURGSz5uh4i7ns8aj5fjsBgUy0bImRU60IjJiw+CHpUTt0pxLUkee8txiXRuAqNo9jdH8u9R5bqOCmo4LoZKC9vZ0CaqZ/r93BzI/MhoSaZQ9FZ8vW3CfbapDCBukLVZpv5klrAcEUnVLq6BhhZ81BoLk1bHpFx881YLXFzUXeBQT6Q8dmw9k8br61nGS1DyJm43B3fs/5ZC8315WZrzLEnUZ0ipjpaSEhiE4G2tvaya9m+vfazEl0Ui6brlo0t+WvzYE9ahwuZbU+84eunOV5ITpb26JZdUXOBQKlxkphiwtFR8D86NlqnFNJ863lRF6usqgvvxs/KewwZVd3De4gT3T81NRktJ0pBATRyUBvWy9pP1HY6SSnCR2AZbUrtjeZoJYOYzLINZwJ4+AtqTW8hswCm9NGNtXIUCE6lXkhOm1d8ay6IucCoXJjpXDm2VFbQGA4CLcpPjGAbLIUgsxQeTKaXyZmjxrv7S0133zj4eZAr+RnVgGFhJjxMhBu5cv2zHcA8Y1GPXKKOjqMySDXcHMLZKgmSGaENvmwqqs8EZ2uHpn8atJktnJ04FZ84YUXsoad6CmW2XxzqAhVGIqOI2l9Refcc89lfb62hzfffJONXT6OgXwAjtTFxcW0syDGGVvaA5LJE26DFI3mR13H3ODiHFv9JvN6A7xpRMdLfX2F7XcliE4GopybblKNwZoN7hJj0eprz18SnDdpHC7eEg+ZEdrkg0oIcpZQW3vuk7W7+ogCaYrOyENXL730ElvY/vOf/9DmzZtZv6uRwMNJyS7ud8wH0GD0j3/8Y1Zf809/+lNaK4qDDjqI9e4azUD/MTRaLfTY5wsprqDUWWy+pcrJVTJ67MV589JRCmY4rzcTdXXX4C/jcogkb8EVHXOu5AVEops7ofzmO4AAd7GLtGU11pkfopNIyOTlrBDMWFmkJQJDk/OpxKMlD+PTE5aohs/RycLYoEqhpqaG9t133xHt/JLJJDkcjjRXWZfa9djKCIWMxrs7SzsEr9fL/nYWyNza6DFheMZdZCzmPnuQuSOjgW4++lwFyNjshkzU1V1DUdBOcUliVXN+cgtFx2xI9RlJtpKJLMd5uLn+W7aoi2Kx3PcS6eyFMVZ2F/NcQEsEhnmfM5Wktp7ck9XeiI0CWay6Qljmxz/+Ma1fv56FXrArByCN/+QnP2Edyz0eD+233370ySefbBOqefHFF1l3cjTofPfdd5lZ1x8evI3O7ziHTmg7lh5pPGebZqBLliyhb3/72xQMBqmoqIj2339/vSQU73H44YdTeXk5IxgHHnggff7552mE6uqrr6axY8ey96ytrWWfU1Na1q1bx7qv47Phrz9cdtll7P01QIXAY6FsaZg0aRLde++924SucPmtt95iKo/2HmvXrtWfhw7w8+bNI5/Px4jjsmXLtjv+MJn8zne+w8KGfr+fPfejjz7S7//rX/9KEydOZB3kp06dSv/85z/1+7773e8y5SWTpGDs/vGPf7Dr+E747RCGKisrY9+bL7/FZ8d3eOyxx9hY47d++OGHtwld4TnHHXccVVVVUSAQoD322INeffVV/f7tjT2OC/zGIE5jxoxhvxe/6/7LX/5CkydPZu+N1z/55JMp37BzVZ5mVC08xZyiIwXzpujAMsNPRuiquNp8Y1PkU4p5AB+5hKJjJqAvkls2JhJ70HwHEOAtcZJ22PikIJuYJ0yYkNP3bOlM6Qm3SZLTKpzMBD4RGMSsK7xtXeq876VoS1v23nNLy2RaW0H0RLlCSNy/dZPk2NYJtLqU6NN7dry3wIKNhfTuu+9mJMOudie+/PLL6amnnqK///3vrHP5zTffTEcccQQr3cSirOGKK66g3//+9+yYKCkpYZ3HH3nmEfqh78dUa6+jZ+2r6cwzz2S7TyykMFU84IAD2ML4+uuvM7Lz3nvvUSKR0N3CzznnHLrjjjsYqbn11ltpwYIFtGLFCkaK8Jn+8Ic/0KOPPkozZ86kLVu20Jdffsme+/TTT9Muu+zC8o2+973vDfid8TlAYqBA4fuCuIAcgLwdeeSR7DNiYcdn7G+8ENJBeO+3v/0tuw3fTSM7v/rVr9hnxm3f//736fzzz2ffbyDDUHyWuro6evbZZ6m6upqROs3Z9V//+hf99Kc/ZUQM3eURWjzvvPOovr6eDj74YDrjjDPolFNOYa8D8gG8/PLLbEd7wgknsOuY9C+99FKaM2cOe9yvf/1rdh/ysGxqWwHtd8Tn3nXXXRnhwOtkflb8Dtdddx0jmCBSxxxzDCNyIJ0DjT3GEWN67bXX0v33309bt26lH/3oR+wPXes//fRTRnxA4EAMoSC88847lG84o5ydRbX56st9xXbSomteWyBv/a7we/hkZU7AUVlcYTcl0WmyO6k4GaeA7Cy4oiOIDgckLQbsxoLh4hi7mRCocFCLdtlWxHZtuSY6G7f0MmMsIGynAXfmhQafHwNitjHmY4sUv4CA5GzcmtV3pR4HUQ+p7z3CrhxQTUAgsOBjodUWRygJ2NUfddRR7LZ77rmHXnnlFbrvvvvo5z//uf58LPZQYDQV6Prrr6eXnn2Juk9VJpu9/DOp9LiNdNddd7FF/c4772TvCaLidCrfYcqUKfrrHXLIIWmfDwQMygLICNQIKE/4nFj48XwssnvuuSd7LAgYvge+j/Zd+gPUBRCqhQsXMjXq7bffZt/p3//+N7sfhAfkA6pOf+MFdQWKTX/vASKA76mRh6OPPpoikQgjD5n4v//7P7bwg2Bq5JF/TxBIKEg/+MEP2HUQlg8//JDdDqID4gkVCITorLPO0l/z2GOPZWMAnHTSSWnvCbIBEvb111+n5WIh5+jEE08ccMxAYvCn4Xe/+x17XxA0kJaBxh7EF4RMy2mCcnP77bezMcIxht8T3wG/LZ4LUg2ylW+4Y8YcUz7GfDmB/hKO6Ei+vBEdKDo+uZzRnLDNTn4T9h0M+g1Fx0t26u0Rio6pzAL99hL9uoczWTMT+Cx7nwSis30pPhvY1Az3X4XoRB3mbQrJKzoBuBU7KtgCyud0QFnJJjZtTVBRIkVOtdeVp8YNJrjN40byvtiFIwQyf/58/TaQChCKpUuXpj0WoRYNUHuwmzrquKMo2atU6KXaJZIfSuiLF5QEEA2N5GQCHhhXXnklIxvNzc1MdcFrYkEEoGBA4QDZhlIAlQHKAnKDBgsQJyzaeA+QFvxBifjNb37DlAuQKo2sDBVQTjQg7wnA9wAhywTGAuPCK2Q8MNb4XDzwm0BVAvCdTz31VBZqAtEBQX3mmWcYidQAJQwqDsJhLS0tulqE8eSJDv879geMC0KGzz//PEtYhwIHVVr7XQYC1LZFixaxz6gBSh0+x5o1axhJBrnRfk/8QXECkcwn3AnjHKqs95PZUFTmoC1cwm1XV2veFJ2QrOQChe0OU246i3xEfXbl/LeTRIne/Nmg9AdBdDiAkfulEJG6jvtMWLaXqVoEJP8OJ7ZsYGtrmCaoik7MaV6iw5v1sUooV6UyMXBEZzDho6EgcHAbXbdyFU2I9pDkluioD75FhQR24/xiCGAxXHLCanKliBpdPprz4ETaY3YVu29HCa4IW2EXicUcCyDCJPvss4+eG4YcD4RLkB8ChQlqxy233MLIyUDkqT8gLAWig9cHqQHZmD59OssnwWv97Gc/G9Z48J9BWxQGajKYjWRfqCX4/CBTGA+8JsiCBpBAjCMUOeQz4bOA4GTm2vG/40B5TXh9qElQnfA+yKXZUc4ejomLLrpIz6PiAfIHkolwHX6L//73v4yUgVBB5cpnebubc84oqzOfnUWQrywid94UHWzcatTjN+IwZ5ptkddQdAC5p7BrhjlHqUDAbihg85s6AS5TtfCRm9auzT3Radsa1vvOcBYOps/RgZcOFpxcIp7y6MnIds76PJvQkl/53BIoPFh8ZsyYMeDzcB+IA8hwqbOWau211GCrJre/lhEUTfFADgZerz/gPbEoQqlBDg5eD0oEDyyyWMARAsEC+cEHH9BXX33F7sPnhgq0I4AcgNS89tprei4O/j/yyCMsB6e//BwNg32PHQFjAVUH5Lg/gHhl5vfgOv8bIK8FY4tkYqgmULw0sgXCCFIIhezQQw9lrwcleTjA+yKMBrVl9uzZLDzFJ2EPNC677bYbC5OBHGX+4fGaMoVQJPLAoP7gdZG/lU9oRCcqSRQoDpjcFM+VN6IT7Y2RR52LY2oHdVMmI9s5oSB/nYr6hSA6HJDP4JcMeTZowrI9wMElSftTKVq5LouZtQOgt8VYBJPmC5cPkKMTJ3JWMFk/l4jLHr2cPRseOv0Bu/uLL76Y5a2gagcLFRJMEUK64IILBnweciyw80flzWux/9Lm5CZqii6lRx66myU1A8jnQMXI6aefzhJREVpBIqpWnYQcDlxH2AbhFigWvPKBvCHkCS1evJhWr15NDz30ELsfqgWAqjHk3CChOJMg8UBCNHarSPDliQ7IAkJOfN5QJvAe+GxYkPlw0FCBaisQBlR0gUjg+yDZGsQNwPjj+yKXBeN02223saRfjDEPVF/97W9/Y4oLxksDksNRaYU8J4QVQR6Q5zMc4HfBe4OYIRyF98z83v2N/S9+8Qt6//332e+O5+J7ILyG6wDGH4QV9yH/D0nOeF1UmOUTvpSymPfZJD0h30ywc1W5HtmZt6qrKOcvFHebb1wAv9cIXTFwFXSFgCA6mUSHjFW8pNqcRIcvXw6k4rRuU+7pcqSd2+2b2MrDkZajA0WnglUB5QqxuEwkO/VEbVdx7lTAG2+8kSWyIvcDu3IslKjEweK5PSBJ9aqrrqL/9DxO3++8kG7svII++fB1Gj9+PLsfCy8WXK3iCMnACKtoKgRIDFQHvCfeWytx14BwBh6PXBUoIghhPffcc+x1teRoEBCoUtvzGcH3gDKBx0ybNk0nP1hkd5SfA6KBxRDKCp4/3HAuFA2Ea/D9oGDh82DctYUWBAghPISLoG4hoRuVSplqE8gNyCgSqPm8KiTFI18HJe8IV4GAIsw3HIBkYcygIEFNQyI0fiMe/Y09fiOEAqGSITcLOUkITyGMpv2eIFBIQofiBMIGVQ3fN19IJuHbpYZnzJeCwuDgnJGRcJsvRSfSxbWecJtzCZckKa2zgCNaWEImychCGyQQ+0XG/scff8wmRUyUWpkkgB0dJgAkTqJEFfdBntV8OjDhbtiwgZ0w11xzjZ4YiAoIVEbg5MMOFB4ifEwbkyZ2UEjsw8n3v//7v0OK/SPBDrtLvvKmP0BqbvqJnyYlnJQgiaYuPIymjjXfgRTZEqXXZ77JLn9YVEE39l5Okab/7vD7jQQXnP4hnfSKciKv20Wmi183fh8zofXdNvroOMVb5smycfRAyE6/OfohlmOQC3T2yFR3RIwe/0b5PcoPLqM9n9x+Emmh8Lcpz9PYVmXy+eAXY+l3l08v9EcSEOgX7V0penvCqyxcvtol0Y82FzbvrT8kuhP033GvscsL/aW0aJ/b6LHHHsn5+/7olFtowevqmju5nC7/cHcyI87eay2dvlJRhW/uuZFe63t1yMpcZsXscDGkV0CsF6wfO7w33niDybzYkUA+hywKSRQVCbgPcrMmdYIgwQME0jh2jqiuwA5TA3ZFKO1+4YUX2O7ppptu0mPN2LVi54JdDxIqUQGimYblRNGRlYUA8cXSoDm3Eq4yg+SFEjGKU0lOVQsgwSWTOU3Yd6b/HJ04S0bOZegqGjdcmJX3N2deF5D0GL9h99b+83EEBMyAjnZUMSrHa8Q2vDBkPtrNaGcUFN22rvxUFiV7jCRJyWe+jbgOroVSQAoU1EtnSKOEuDvyAhDDBsuCVAplBXFceEXAdwEyKhLZIH/CRAuATIvHQfZFIiNyChDvR9wYAMHBbTDYglQMmVozx0I+AlQcqEC4H2ZfIDy5IzrKIt5jd5AJ89/0Lt0ptbFnSSLKwjOPP/54Tt8zGTYWSbdJXZEBJxc6KkKOjj1AjZtzl8MUjSF8aH7HaAaf8RtG2s25eAgIAO1NxjkVdeSvcfFQINkkirkdupVFW1d+PmcqYsxxdq7flukQ4IlOUUGJzohGCXFwJGChwgChqblz5zL7c6gze++9N0vcAzlBQh8S5zTAqAskCLcjVIVKBN6UC5eR6Q/gMZr5mHYf1AsMWn++DlCPMssrUU0ymOTESF+EqtWHwZ/AboO3hDlLqaVSF1FPnIoTMSJfJVO5+isXzRZSRlN38gbtw072zDXsnMljMKGoFo1bojn7vOFouqLjMPHY2DiiE+1MmfZzCgg0NxoGczF70rTHatzrJHc0QUXJBHX2DGxbkE3IYYPoOIrMO98QVzRTZC9lhQZD7QWWrdDVsIkO8moQfkJ5I8gM3EShzPz5z39mXwZGXwg5IckNZduZnhC4DrKisTz+flzGc4DM52q26gMRHSQGIjGSB8o7YeK1I2xt3EoTSansCDttTKkyK+QgEbQnj5wir6uKkc5cft5kxFgkk7aIqcdG8kgkR2QKJRXCu6klkbPPu7rRQf6UISX3JHpMOzYJF9iqYqUfboub9nMKCKxe2k3jdKKTu/N3pIirycCo8OzokvPyOeU+I88l6YyZdmxibmPdDtpKWRrKcKrntKKJvBMdOHDCSh1KjtZDBSEpJBBrJaUIMWkW4wh5ZTb1wnUQFY2s4LpGYnBZK1/NfK5mgDaQSyf6zvDlnMCmTZvYZ90RM/RLikU7EHfZ9O9iRmxs6KKuxcq4lNgqqamvj5l95col055o0i+PGV9h6rFZU7GeIhsiLH8J6I35cvZ5t/TEyJ0yQmNldWWmHZvSGkUlBWwxt2k/p4CALb5avyx7ZNMeqx+GWomaeokt3/FAXj6nM2VUBpfVh0w7Nv5aI7ISspXo7USGgmypVUMmOnhjKDlYUFHJoi2sKF/kF1n+MqzE+W7JUIO0RpSozkIZKtgeQl8AqrbwetpzcZ8G3IccoYGIjmYfzwP5QSA5OyI68W7jMyc89pxWMY0UwTo3aa4NJbYS2pRMspBdNpxd+4M9aYxFqNxn6rFxl7kY0UGOjk2WKZwoYon0Q6nUGyx6++LkThmxeYfPYdqxKSrndlN95j6+BXZu9LVxyfKepGmPVb7xsyOmKBi5/qy2BJf7Uuw27dh4S52EmRGzTlAKMsGiUJ91yO+KBoHIqUF1FN/LBonIKAMHgQGRganWfvvtx+6DLwcSfWFKhcUYTezgzwCPCQB+FbgNA4ESdZSZI9EZgEqESi0kL0PNwePQlC8XCHcaB63sNefBo8GPfkoqiqVgmtqVCzgSxngESs3Xd4aHq1whunat35WznOWN5QLdvSA6xq7D7jWngRfgKTWOGSli4iRGgZ0e0Q6L+HZxOYFFttKczsEa7EljjvEXm9emviggUY9dWVODUoDl6BQKQ1rNUaaLbsJIPIY9OMym8IeOw0g+hjMnqqdARLB71kJXUFhQHg7TKXT4xePhqaMBfVeg7IDUoEQdpehw9NSSj1HCDk8eECLk/2zPCXYkiPYaB63dhB1hebgrjAO8mBR1K5cHkj1lHCq+kvw29xsqXGXG2LDwlVPpd5UL9Ibj5JYNRcdmYoLsKTUkb1fCppgdCgiYEIleg+jYTDzduLjGzwF7aV5MA+0pjuiYuMqzyCdRl12Zi0OSP2/O0f1hSKMEgz9YxA8E+OTgrz+gPJzv4MsDVVjXXnvtgK8L10/85Rpxbpfr8Jqb6Dj5E4xcRJIjp7sJJ0d0nH7zesXwig6AhOQNzsph9xPaEXr7EmmhK7vPvIqOt9RLPaQk/0PpamojGqP09RQQMBUSvcY55fSbdy72Vzj1Nk4BexkjOloPuVzBwSk63pB5N1ZFPqJOh5PGxCDKOWljq0UUndEOOWLv197b7G0g/ChvdpTnTNGBebZb9Rcye3hmW0PFeE4Vnb5IgtwyF7ry2LM25jDfRAdv5Luh79BIUT5OackAIH9pcytZFqj2hC/X9oDmohi7XIUtRxMGM575RCpinFNuv3mXqZIabsNpK8mLouPgFZ2Q3dREp0tVdIDw1sJ19jTvEVQApLh+HC6/eSVBwJHWvDLBHIBzpegkkkRuzk/IbuLwTKaiE0SJubM8f4pOlsYGRpnIc0ODRYSM0RdppKidqvQy0kJ6+SI6CEP/8Y9/zOprot8UxkcDek1pofJ8YzQQqszx3BHgXJ8tAt4fUlFjvvEUmXcxL68z5uGgLZizeYaHU+bSCIrMOxcHQXQcxvhEt0YL9lnMvZrnGzFjOFwB855c27Y6UJpX5krRgftvmmphckWHb8PAGnsGaqmt7cOcvFdfJJmT0BWqCxEqhtP4SFQhVJtpRQPuoJsilCAPOSiUjNMmCys6oVCo0B9hVADHBwiL6caTyx/zcZVNZoOv0thUFZGfWls35Pw9XSyNQBmfohLzzsXlIaJOTtGJ842h8wzz0sECQEoYB43HxElegIM7+WFWhfBMrhSdcDRFrjTVwrwnVyYJZETHVUM/+ellbFLPNsKRFLmyTAIRRkBjW5hAYhHSEvNRuah1DkdeG6oaP/lEaWDKKwsvvvgiq3SEt9W7777LLCHQjBfGW6e3nUg/6ryYvul9hRqbjfFAgQEqJ1EUAL8LFBmAbAF4j8MPP5zKy8vZgogWLZ9//nkaoYLVBHyc8J7oh6e5dENpgaEZCgrw2QbyeUL3cby/BihAeCyULQ0oTND63PGhFlxGpSZUCe09tF55WguaefPmMUsKEMdly5RGgxrQMBh2FiiaQH++f/7zn9tVLqDc4DaMN+5HgQWATuK4HZ9nILz33ntsTPBZ8HhUl2oqwPZ+X/yGcJPHZ+WBwg6U7GqmcTBpRRsdmKwiV+QHP/hB2rwA1QbteZ599lnW6R2/F46zzNAVxh3vj8fC/gO/jXY88CZu6HyO78x3b8dvhKpafAd0of/LX/6i34eq2x/96EeMxON++Krg2MyEFDOIjtfEig6vHhfLLmppyf3uwcUpOgETh64qihG6MtapZEfhHJzNvZrnGTaO6PhM3JwRcATshLQZSdYUndzl6PTAK4ZbzM1cWZTZ74o19gTcdfTqq6+yheXdQz6gWHN2ZNT9uhNk6zUm5Q8WfMR64PQHV6Wb9nt9nx2+JhZsLLx33303W+g0N1FUIz711FP097//nS0QN998M/s+8JlCLo8GmHn+/ve/Zx5UWEyxkDz00EP0t7/9jRaet5yautbSnV030AHv7EV04QLWc+6AAw5gixWsHEB2sCDDGBTAcXXOOefQHXfcwUjNrbfeyiogV6xYwUgRPtMf/vAHVmyAogO0aPnyyy/Zc59++mnWxBf5Rpq5aH8AecICCTKK7wviAmIFMoFqTHxGLLT8gsqP1/Lly1l477e//S27DdWZGtn51a9+xT4zbvv+97/PzEzx/YB//etf9NOf/pQRK1SSIlQI01GQCo3AbA8gE/j+J510EiNQGLuBvKxAlg499FD2/vjMUNrQAFkj4Dv6fdFEGT0FL774Yv010Tx5/vz5uhEbSM/tt9/OiAja54Do4HV5sgFXeTROxniDxIBYZQJWH6h0nTNnDiNKcLg/4YQT2HfAe3z88cesNQ/OKfzmmncZPg8eC4d8kCAQMfzuIF44hvDZQLLQmw/EeMOGDewvEzauP2aAK+E2c/VrKJmkxqbc93NyqvmSOGocJp6LK0uUZGQdhctFFkRnYCMm8/oTAFhMJeQR9SQU1cKdO0WHER1V0YlLRDaHeU+uzPwlNjaAeyyb+AGQnMjm7BCdzCUt2pTeZ204gGoCAoEFH+aY2sKD3Tx25EcddRS7Da1OXnnlFbrvvvtYXzkNWOyhwLDPE40y7yssSPvssw81lrTSnOgU+jqxhL58F+rIArrzzjvZe4KoaKaKU6YorVAANNXlAQKGnT7ICHb6UATwOUEU8HwsYFp/OizQ+B74Ptp36Q9QkECosDBCjXr77bfZd4KdBQDCA98tviceP15YaKGS9Pce1113HSNSGgmE/QW8vqAogBBCzQAhALC4f/jhh+z2wRAdfDeNZIIwYFwGAogLlCWedIAkDPb3heM7CBvGG2MMlQe/2ZVXXqm/Hp+nBCUQ1awgd/x7ovcfroOADgQQNx7wLwNR/Prrrxmh1HoWgSjxY47WP/iMJ554IrsOwoXn3HXXXYzo4LOj7yHUIihBAznl2hOyJYiOI+SgpERkl4mKkzFavDW3qgVfGBKTbDlzws8GSoqIejiTVqmncOuGuVesPIM3YipC00yTQ+tcy5pK5jBHh3f/jVngiHFyEyML6wHusczoUlNWPDXZ+ev12SjOTTbu7TwW7ztcQM3AAoXdu/49nU5GKGCmyQOLqQaoAdjBg/igxcoPvzmfTmo7nl6Pvka97WvYY7BLB9EYyDm6qamJ7cqxQIFUQLUAqcaipfWSQ086KEh4HFQSTQ0aLEAQsPCC0Hz11VeMuEAFAvHBe4FUaWRlsAsCFCcAqoQGhEyA5uZm9h9jx48pgOuZY5oNaIrOcH9fOMcjJARVB8CY4Htg/DWA0OI9QApBLs866yx23POdozG2/Jj0B4wdFCTNvV4Ln2q/eX8AWcP3gM8ZjjXtD2RLC3uBVGIcECJEmO6///1vv69l56LMwRLD/8lsANGIq3YbLMG/LbcTJI4Rt8oBYwMox2aBDZvxkLGOOsKFI6zmpcoFAO9PYOayPQ2uYieFN0cogPCMA4rOkpy8Tw8qi9TQVdwCRMcRcCgUPsUrOmN0ojOY8NFgcexPvqDDnuqjSZFuStlkOnTxtqGVfINvgqupfM8//zxb/F78wYvk/VjpKXfnBKWSa0dtQ7ATx9gh3IIdOPI6oA4h30IL3yBsg0UWCgTUERiEYiEeStsNhKVAdPD6IDVQSrCwI88Ir/Wzn/1s0K8F5QYKCsDbzms74MH20NGeC+LELzbDQTbas0DVAdHB98N/hPWgqgAI1UFhQ2gLKhbGD2MH4oHfSmubg8+xIyUAvmX4raEqIecK4wUlR/vN+4N2rOE5e+21V9p9Wvh1t912ozVr1rA8MhwvaLYMJZBvEQQ4OKLjDZmX6DBgMe+JM8+uls7cLqlQaF0WITqZ5q2uaOHEAwssW/mD0yL+BBrcqnLhlGVyOctz5uHAVxbFbeZ300VYT/MZ0nN0PON1opPtijQtGTmVwzlOS5bVcku0BRc5PEgqHQh8winCPuMnTqBaey37CyRrKZmU2e7+nXfeGXABx3ti9428HIRa8HotLS1pj8HiicURORggKx988AFTZgB87sEkgoPcYGF+7bXX9Fwc/IejOnJw+svP0ZD5HhrJAaAwDQQQKX5Mte+rjakWokGJv4bMkmotP2VH3xHjjO82kt8X7vNok4MEa5ADvoExbgMhQegITvUIP6Kh8VCB8wTEFSExqEMYo8yy6f6+c1VVFSNFCBHjWOP/+A7UUIhOO+00Rogee+wxlpeU6XPl4Hior9jE1siYf8vd+jwc7VE2EbkkOtqm0wpEx1thbHQ8icK1DhKKDgenbJCbgInL9jS4+aRbexl99NFHOXmfvrDhFcPla5s+ITneoeYvAd6p1No68II3XERjKX1sZGduVRrs1JGrgZ06cjSwmCMksb2WKAhfoKIJVU9YBJ0eF7UkWunrxNfU1bqYmtsvZVUwSDSGq/kvf/lLFp5CngrCJggxIGSFSiSExGDjjs/AqxPIK8GCh108VAMkPuN+Lf8CYQ/k3OD1QZKQZNwfkBCN8CsSgtFLDwC5Ofnkk1nIic8bygTeA8c/VA1e0QKgBCHPCGGYTOC7QFVA4iyUBfTrQwI11AYA3wOkAZ8HizVCRXxODIDvCYUEnxtkEM9ByCYTGFtUREHxQt4MyAKSkRF6wpgM5vfF90TlGG7DmB977LH6fSAUIEf4LUE6QZqQgD5UIIEdKhFysTDuIMlQkHggHwnfE9VZSNxGvhOOm2uuuYaRYlyG2oSFGW76IErIf0JVGF4T4w217IknnmA5Ppm5TU7VtwtnlidgbkXHW+kmTeeyh4ty+l7dPRF9Y5UwP8+hknI7RSUbI2feZIDNQYVo7CkUnW38CRQES8w/NEiE0xCwlbJdGGThbKOvL04e7eRC1p0FoCUkM6KDsINvOrXmwB05GieD6LhyO/NgsUWSKPIuEAJA/s3LL7/MFqbtAX3lrrrqKlZ9dc4dZ9Ovu6+kT+IfU4WthpkGYlFDtRVCD1BVkAyM3bYWdkIyLBYqvCfeWyuB1oBFCo9HfglUC5AEEAYtpILkaBAQqBaaQtIf8D1ABPAYlCVr5AeT447yc0DmEB6B+pFZRQRyppWlZwIl1QjJIfkYahWSZh944IE09QiJuMg5wrgg2TezXQ1CgljgQQagaoA49gcQNeSkoCINJBLhPzQ61nyOBvv7QsXBa6AKiiecyHECkUBFFcJMqIDqr3R7R8BChCRnKER4HZBkhCJ54DNDvcN4QcU57rjj2O3/8z//w8YaY4jfEr8biLCm6IB4a0nZe+yxBzsuXnjhhW0WP5dKdJD/poXczIpAjRGSccdDaWHObKO9PcaUIyBmgU1nZSn6Xak5TFIwZw71O4Ik5/JXMQmw+GPXtSMmeVvtqzQtqixaRzQdTnaTVxct/fUyWnOnUkJ7+bh5tOTLcfTAvXds18djOPjzgytows+UiqW1oRT9YLVSFWJmfHTCJ9T6tnJSnTztYArbHTS+eV9a/U12jQN3P30h/e9rreRNJSlWLdHxS75FZkbjW4206EQll+u50jH07X9Mp6P3scDWcAiAsgMVhgeSsQdKfBUwH+6teYtqYxHqtEl07Nr526h0ZsKyW1fTquuVxPfrylz01NvTt1thOBK88eo3FD5N8Uz6JuigS9f0n9xuFlz/T5n8V3xAkyPdlKQUjXutnmbPnT3o52dLATL3Sp5naGV7kNrMTnK2MatCl25XbU4UnUivUUHDpTFZyB1ZyT1p6d3WL2SkiMZkXdGRcqzoZAMlY0sK0gZiqEDIA2Xg2Pn357OyPfBmgRoQPtkJ9nSjAsgb0xSdmKQ0fTYzfNVcyxkptI0hZTbR1WYkg1shjaCunKjNqeQw2clGTSuaCvI5zL+a5xEujehYIMkLcPNEBz2dXLW6Q2o2Ee0zEg5TFgldZXYwB7p9J2bdHTkZt+knkc1j/uPGrSZOauOyKT2nuOBIJGT6679lOvTCr+iF93pY+AShmMFA+221JGgeCL31R4AEzIcIazmj2llIsl6xZYXKomLy0dKl3+Tsvbo7jE1n0gIZtnUVRC0Og6i2rCjMzkoQHd6ISd9FmH/BAlycK2cwkUOi08uVQFjg5ALcXA+aioTabLHyu7RybXZPNBtXqGT2ZqeAPWCnOEvxVDq7b2oxF3G98WGiH9wm03trdiOa+QKRbwZL8t3RuXv22WeznT9K3WGQCEDyPvPMM/XHgTQJmB99USQjq5VFsH630oYzlaIvl2R/DtYQ7jImnFxWeWZV0XEYm6uudV1UCJh/Zs4TsBv0aEleFlF0tg1d1eSE6MQjhgoiW+DkAtycOd8Mj5JfRJKD/v3a0MtttweZK31weMy98wRQHdTnDOuKzoamwjXay0RHt0w3P8ItbHYv0dSHqKrWKE3uDyj3RlUYEoYbGxv1EBWSdlGxpUEQHWugLyLrxQ9xqXD9kYaz4UQ4+LOvsjvH8Ij2WIzoVBC1qqEroG9j7ltk9AdBdFTACMulTpBoc2DJ0JW7luUzZDs8EwtbUdExTq5pIePzv/mZsshnCxJ3sDh91jidEl6l/UUwEaeNTUNzMM4lPl1G1J05DwZ2oS+Tt1AkOvDOHn2w+gNaOKBSSoMgOtZAX7dxvlpB0cnccH6+pClnLvVRLl9Sdpp/oSryEfV4uQ7mWwsz31hjZs4D+sIgOtZx/82MDWMnQe4Gtqvlzc2ygUSEIzrm7nXa7y5rKmch/9W67JaqSgnjYHF6rcECJdXqw04ydTWbh+hs7eAIetM/iJKK027UvRs9+OLA5H3r1q393g5fGZR+a+XmIDoiIdn8iPYY803CAgalDr+DUi5lHggmY5S0Veg+TNlGLGycB5JDsoSCbOfmYltnYRZXiyzpuUd3p9HkkVu7TA27z052vxIuKU7EibxKw0P4b2QTCa7/pWQRouOuMhSdKoePKK5k3Tb3ZrfsU0pyRMdnDaJjL+NCbB0ypdTctELjk8+547bzHSrebHQ7v/IvW5gfD5RXmPbBfVcjLQMRHfj2YKLVVB14eOQitCuQXUR7jMU8YTN/6IpB7emkpRDAGTwX4NV1yQKKDhCoNzaazr6Rt0EZDiyypOcevZ1xyxEdwK2yZVZZ5J2Mw19vZpgtJKPGyWWzCtHhdhHJ9iR5ZaXsPi5VUAuvHIwQNq70wSqKjrfWmHhKYjFqLUx+4DZYvsYgLN86ZB6df0I9UZeyYLRGauk3N/ydOSvDlA8kBo1IEaYdiOhoDTz58BUMAofbq0qgAETHIlWeTjV8FUzGye6s2aZNSC7yJSVVRTI7yutdrNM64IsGC/IZrDFSeUAfl82etAZRTosPsxNMcrHmldkmOilO0bG5rTE4dq+dHGq/q2hzlGpChiPnK+/1n9MxHNi4jECHzxosMDgupF8ui0dN46WzfpOR13D8tw9ibQyo9VnjASXpZoxocYDu5pl9tzRojSv5bu5wFH788cez/+EFsobeLmPCQaNcK8Bb49EX1BJHHSM6uQiT8mkEdosQnboKSa+8CiZz2wtsIFhjpPKAXo7oWGUXkZkIh+RS8k7JPtGJcYqOBUzxMlWdWFOUpo3lEpI/ac7ae9g5B0WXRYhO+SSlNYPZiM6WFmOBmztrLGsfMDbIeZKUbOvIjTYCIDvTHdPpl4Ff0d1T76WDg4fQAzf8k766ZgV1fN6ZRnSAJUsUZ2gBc6KPrywyfyEjQ2isESovs1UwlTHbuZJAkkvKt8qms7Zcoha18ioguynJ5RnlC4LoqAj3cO6/FhoVPkSjhK8mZT1HR+aUfodFTi4+TyfRk6R9phnN9hYuy17owsHV2zssErqqmWnkKZUlIqYgOrB6b+syJvG6Kh9TZP790DXkllQ1rvhg6PXbPLftq3a6vugm2s+1P9VtrafLHJdT5S0VtOH21fT+4R/Sl3stpXOOOE9/PHJ8BMyLcLdBeGWHNTadfi4PpUxSGpQijyzbSHFpBFaws+jXS2d9birStgcLLem5RaTberuIbVw5WSJc/ZAt83cEmSuhdljA/be/EvNDphoqxpqt22+COVjEEzI5ZOMUsrmtcToVjTXi5GWJqCnckeFanNTKwSDeqBd33XUunX5EqXLF7icKHbDNc7/j/S65+iFAOsJJOqbHSGxuaiqMDb3A4BDp5V04yRLwVHOKDvlzRqhTcYP4OdzWGJy6DC+d1pX531lZY2bOA6K9hpyWtFLoKsOsijxjqbOzk3p7e3Oi6Dg9NkuOzbhgKVFYUbraomNZq4GRIhxF25CU5YgOVEA02NNCV41bC3+8L168mMihEFCJkhTgijOO2kuiqliYfrX+SzozeCkVSUV6x+9TPafRgW6l03hYslGzs/++SN6lXTTdOZNd3rJlS+6/kEBWvGLIIoqOR83RAcrg6uwozgnRkY1WV+T0WoTolBO1copOxxrVqT6PsMbMnAfw/Zxkaxw/25pVMdPAMezypk3Zc+eUuHnHaYE2B/0pOrYuG7lii9nllOShpVmoMu4NEznVnjyA3SJSsmSXqNfRpys6y9bnP2aeCdafSiU6AU9cTyQGjt0rRVeu/5T27W6m7/TY6NGSJ+g/e79AC9xH0zk+IyT1cOVE+sHEfejFI+fSvq/tTfutO5z+0TDVeJ3Si9l/oeiYG3Het8sa0WDy1HCKThw7oJrcEJ20udgag1NdhsaexjrVvV7xx8onrLNq5RixvpTl2hxs06SRmQaOzSnRcVlkFwG4q4yTK7o1RhUeg9189HUySz15uORAi1RBAFFvn37MrFxbeKLz8ccf60SnNKiQnPDGMH35o6/o/T3fpgnRSNrjk1+n6If+H+vXEyTRC6VjKOZy0PevraTiuSEKBmx0+s311G1XTuj58Uk03bELbWlqEsaBJkacT1a1iKLj5hSdUhiPuWpzkwvGzcVui/h2OR0S9XmN3zG8Kbvu9IOBdWbmPJ5cVkmAywzPsBwddz37WQeyxR8OJG7ecfutc8i4KwwSiBLz8RVGifnbC0fec6U3LJOLU3RsFgrrJUPK58YnjjQlKbydFgu5BhyLn/3Pq0zuB2a74vThcR/TG3Pepo2PbKJoE6fXD4Czph5AUZudrvgu0czxhhp0zMF2ent8A7sMiv7DijspOf1N2tKcf/lcYHBI8F4x1ihkJEeRnVJO5fwvTuRO0UkjOgGLDA4RJYq4th4F6K9nnZk5n3KpRRwnM5PgyiGZSg4iT0NWFR0bZyzkscguIrODebQpSrPGGyfYp9+MfGHv6E5YMkcHkEqN37Q0HqVV2ePFQwbrTu5T8mecqSSd/eFCanu3Pf1BNqKP9h1Pp0w7iM6dvB+1OYzf9pNAGXU5XFRf0kZXnZN+7trtEs3+xXha4VGym8dHe+jyTi898mL+5XOBwSHJ2VlITmtsOlmotVg5JktYUUhdTkKkEtdE2OvfTgK+yeAo44hOc/5/U+vMzDlGMi0ubI2TC3CWOvU2ENVxVRIs2pveeeednCg63iLrEB1PvZHRGl4fpknjKoj6lrHrKzf7KMZVMAwH7V0RclqU6LiqnGk5BW9+1Fiwz8KqBP2z2eUTWteTv9MIU1UfU0W73DWbDvpkf/rFE5Pp4P2ctNXlpZ+N35OWekPUY3PQ02XjiDbeTn84fzG5+/F5OnuBje6pnqqmXxPt39VES5/ozNv3ExgakhEuHGyhTaemrhcl42TzTMyJosPPxR4LKTq19W52rgIpQ1jPG6wzM+cYiTC36Fno5MJOwjtWWdAr42GSkHsQ3JeeffZZ+vTTT7PyHjaun5PLQoqOq8wggX3rwkpLgB6lg3U8aaclSleIYaOjK05OVFiosFuI6PjqjeamSEh+/d2vC0x0ZlEgEadTW9QfxUa0/7v70m4PzqW6k2vJN85HPo9Ez92o/N19i49O/nQv+k7PhbRoYQXR6kto+qSKfl8fz1vwPyV0R+10/bbZX3aOmOgK5Aa8QandbZ3fqKhWUdcxC4Rc43NCdGwpY23yFRlqvtkxe0qJbhroDTvyniNnnZk5x0jFjIHfniWHGeFrUIiOU5aVRLjgvuz6J598kpXXt3Mnl1XcfzUS6BunjE14Q5iqK6uJug3y9+ZnIzOu6ug2Ot5bLRk51MB56cSj9PniTQVL0F3fuJWo7FiaEukkb0rZstZ/p46Kphu+Ovxv+u19JTpuf4kaqiW6/uoL2e3ofTV1qlFhlYkrz5YoPD9EK9UQ1qRwD732dP6NywR2jCRHQO0WcmIP1BgLR4lzDGsim+2+amlpBH7rbDon1Ht000CnbKdo247z7rIJ68zMeSQ6VrHW1uBTFR2gOhZW8h0kV9aMA/ldhMtnLRboa1CUCzkuU6WzSld0gL/846MRvXZndzw9dGWhZORdD9k1zR153aYo/eIXvyjIZ1kTPoTIM15pYaKiaOa2JKc//PznP6ePPvqIJTRr3jr9IeiX6LU7fPRa7GX9ttW3rxXVVyYEzlUNDgsRHRdX/FBsK8GEMGAftmxsOt2qWm0FTKhFibkxPis/za57/44wpJk5FovRNddcQ0cffTTrQ3PuuefSokWL0h6TSCTotNNOY12CM/vLnH766TR//ny68MIL0/qARCIRuuqqq+iAAw5gr/3SSy+lPfe5556jBQsWsPfE++ei+3Aa0bHWWk5eVdHRwlesxbhvBj300EOsMeL3vvc91uV5uLDLHNGxUAJc5tgE0Tm3ZyGRSk5WbjGaWw4H3b3JtNCVzSJOpUDR2KIM349quuWWW/L+Obq6uigaPElvTKvBVTo45dBms9Gee+5JodCOf0un00lNVe9QVPXoGf/NZvrkXmEeaDrEudCVV7JkOx5WAesZn/WEZBuXSuqykEv9lHqibrtxTq8Zad5ALokOFsva2lq677776I033qDvfOc7dMkll1Bfn1Gqi87AgUBgG4J0+eWXM6Lz+uuv0y677MKIjYa77rqLOjo66IUXXqAbb7yRbrrpJmYJD6Bv02233cYm4eeff54dOPfeey9lHZySZqVci8wyan2xCMxlig4qWjBer7322rBf38HtIpwWU3S8YwyiY2u3EaV6icJqo0j/HIpyBHeo6ALRsWgysqPIQfaAXc/RIahd2E3nWeH4YOEWouBe7HKV3NJva5NsYuIuNfRXp9HUc+l1q6ijlavZFSg4eCd2Ky3mWm89vfLKWZH1PB1H2qbTOvNNdRlRVC2/BzYsy26boh1hSCPl9XqZOlBdXc12UkcccQTbJa1bpxixtba20r/+9S867zzDrRSArIzHQeVxu910wQUX0NKlS3WvFxAc3AaCNHv2bKbcvPyyIjFD3TnkkENo5syZ7P7zzz+fEZ5sI00utdDJBTiLDckeGf8Mgd3SHrN8+fJhvXYyiX5OvFxqnQQ4wFVi7CISHeqC1q2Gr2wu+uTrdCO6oaC7L5mWo2M1gqzZ1pfFI0ROpdFne3tGWXeO8fx7hnlYg7t1yIrOUDFr1ix6pfl/aZlbOY4runvpwQWFS8QW6AdJa7ac8dQapoEVOKfs2W8DkRa6stDYSJJErmLjs29Zld8GeyPKZlq/fj2TnseMUdoO3HHHHYzkeDzp/WbQxXXy5Mn6ddxfX1/Pbi8qKmIEadKkSfr9uKyFxPAYSNP8fehVAxXJ5zMqR3j1CH88EOpCd+Ttgu8j51a6KVsF9pDxMwZS6mKe0fxwzZo1w/pOSpuDVFroykpj4wgZ4aRYh3pc9HxKVHUWu/j6J12075zhkbfuXhgG8lqytY4b2Nb3ruglj5wiv6OC0B3tm2++Ib/fz5J7+zu/so33lxjKTb0HK5zyezlKHDkZyxkzZhClInRX75/pFsf32LuNX7WFli+fRpMmWSe5czRD4jadTrdkmXPKXWccy5XIlXSUsAhENj8/v+l0eq0zNkAZiKAqpm9tHMSajJSSVIqJKiPFsM9sLa8GeTpQWkBMQHx+85vfMAWHRzgcZpMnD1wHWdHCXvz9uIzn9PdcLSw2ENF54IEH6J577km77ZRTTqFTTz11u98nGTXk62iiV1eprIBYn0HsxrhVhQK+JM4KovhWdvXrr78e1ndq6bKlEZ3m1iZqjVsnF6UvYigGrevb6K9//StdfPk/9Nve/KyHzjpseC7JLe2RtBydxi2NZOuwzi4rUWQc82XJFPW6x7EcOqCqqoqFlOfMmZOb904S/f2VIvpsg1opleyhYnacKcfWlp4tZFuX/bEsLlbcl5d1PUUvVy6gBYk6Vq342G2NdOYvrKXkjlbIcUPSCce6LTMXyymZUg6JbAmZKqHoOEK0YsWKrH5+hegoRLC5ZQN1R60z35DPOL/62hKDHpfx48cXhugg4fiKK65gSg5CWWBdv//971nVBt+Mjw95ZXbTxnUQFY2s4LpGYnAZz+nvuT09iqPpQLtNKEpnnHFG2m1wCcZn3R4zdMqrdX/tkqoQNTQotvFWQKwoRqtIyWkaEzAW3mPOvYdeuP8kllu1devWYX0neTPcao2EuoaJDWT3WYfo9MR7aR0p8WBvyssS4Ztbe+g3LyXR3ZJWN5dQQ4Oy+A0VcXkFOWUj9DVu8jiSbNZZLCMTY9RJXXqezvrgPkRbleMIO1Gc419++eV2q5mGi0vuILr9Ke6G9lcoECyjKEVZrtO4aeP6nUtGCoTdNXzW/RQt8P6EXe59P0xjxkynLGweBUYIu2y4ulfWllpqLv6mopFoc1ghOr4SikTWZu3zY9110Eqd6EyaOo4cFvJ8C1QZYXFn3E3l5eXbCCCZyJZiNeQZDG8MJQeT0NVXX83+g3xA8r700kv1UBHICXJ4nnrqKZowYQI9+eSTaWpQY2Mjuz0YDFJZWRlLOp47dy67f9WqVUw6B/AY3KcB92GyGojouFwu9scD+UEgOdsjOmmOkz5HVuSyfMFdYoReqhzGLn1t7Biqq6+n9evWseTu4XynSDw9POPwOSy1mLtLjGMh3pFgYzBuTCVR3xKWjLyhNUjRuETeYVgKhKMOcqu9rtAfze6wDgEEPFzyZBCd74N7E219RL8N5zRMJ/fdV/FlyhZWbJDp9qfSk54dzX8lkq7U83Ps9tyMJTZOJSUlLBfpy/AbFPH+mDwk0S5bmuidz6fRwXta6zccjbBxc7GvSJm7rQJHjZcSm8PkTyXIbyujdeveytrnx7rqVENXaGLrslCVJ+AuNvLuAlKAcYDp0w0Tz1xiyL/A9ddfz3JqUB2l7fSgxCCh+OGHH2Z/V155JZO+cRmMbffdd6doNErPPPMMy5+5//772Resq6tjz0fpOG4DOVq8eDG99dZbjCQBRx55JKvUQvIyCBUehxL0bMPGN0uzkD8BINklcgSV38IdjdM+Stsg+mo1UcW4w9hl/GZQdYaKvgiRSzVxi0mypUgO4OROrkSHkoiF/DDq/pxdTsk2+nLl8CqN+mJ2cmk7DmsVozE4Q9zEk0yw1iGZQG5XtvHsexk3bPorTSzbSHHVRAxtTXIJTdUJU5g+khQFK5SM02eP5TdBUmDHJdRei83F3jFcQrKtlK1b2QIEAk2ZiFtsHs4sDPFL/ryGJIdEdOB98+9//5t54hx22GG0//77s78vvviCyVDaH1QasFhcZtnWLhcrD3/kkUfo4IMPpoULF9Lvfvc7/XUvuugi9hyQGoS/UIo+btw4PfkYJexQi0CIKioqWIVWtmHnTi6PWnZrJTjVgyjeEaezjjBOAkeVkZv08ccfD/l1eyMyuVVFJy5Zz1zN5rTpbSBi7QrRgUJR7DLKG195b3iljuG4g9wqCZQsZjK5LdGJE/l3IbIZ5fiAZvOQLaDtwiOvccfRp9OJVv2IZo+ZpXtZebkeZbkAH756t8+o4Oz6ML8VZwI7JjpQdKwEf5Wx4wlKQRYCxiYzG0C+qq7oSNZRuTR4SrmiGcmbV6IzpNAVegUNpn/SvHnzGCHigfLwRx99tN/Howrr2muvHfD1YHqHv3zJpV6LnVyachFeF2bhmePmy/TDP8AThagpPk9/DEr1h6qGdfUkdEUnbrMe0dHGJtmbpHhnXD/ejjt8Gv1dzZlfuHR4nayjcace1rOam3amLQFTdGA0GZhH1PVOTohOKiXTWdfK9JnSV5UaKsK0LqzYHkwvnaE/zjc+t9VeUJs1LIm8Q+T9EbtcvL6DwlF5WGFMgezBnjLmGbfFDEoDFdzmwabknELV2W+//bKi6GivnshB/lqu4QvaWcjNQTL5yUOPPPIAnXzyySx1JdewHi3MERw80bGioqOGaOSkTBXuFM2eoNy+vjVEZFMWjj//+c/0/vvvD+l12zqj+mKesCrRUdUuhK40Q7zZkw2JefXm4SXbRhMuXdGxea13zDj4mLnmv4SEZA7Z3HUhZPX4G8plj4vorL3f1e9rcBsJm/4JvrwpOp1yJ22wKd99YriLPlw4fAdxgeyr61ZrOeMp484pUpTJbIWvWOhKnb+sSHQCPol67Gq6C7lZigrycjPtYHIBQXRUOLmTy19srZMr02At2hSlvdQNckqWaOzME9Ocq4eCjq6ovpgn+BnIgsoFQiPJPuW7zJ0aIkopC9yqzfZhOQLHk26dBNotZN41YI5OP0Qnm4rOyx8bY3zv5RLJnYZyVClX6pd9eSQ6wFJZIXMoM//8ZdHos9Dgpxm3z23ZnEAs5pq1RzbAFB31FEpYMEfH7zX6XZXLbnKQgyUkwysv17De7JwjONWNXESykd9nPeOwwBSjTK97STftNd04EU694Fb9MnwdhoLOLqNDd9JhTUXHU22oN70rFc+cMWNqiSKr2OWeRA1d89uBQ6cDOUZLKad+AqEazcqhq5DmmJmRkAxFB2Wt2cDbXyr/UVA1u24NXXfddfp9/h6jbYw/x6GrzC7nKyJGc9dNH3Tm9L0FdgxNtbBib720zYPkI7IHs0p0tLnYisnIfg/RerdynjvIRrV2pRhpOEUyQ4UgOiqcalw4ZrNTkd96i1ZwdlC/3Lmoi/bkqvY2tJfr5fhDbQXR3RnTDxLZesPCULy70fCx/WMl4RQ926j3K+VGu5euuXloSldPmPQkbasSHfghSaoPR6VTJTquSiLPBN3JHLIyLB1Giq0dMn2tikO7TyG64NzT9PvKSsoo8ZWy03AE7OSpT3dWzzaQ73f44Yf3S3Sca7pER/MCw6GeVjgiM61CLJf3VrRn1kJX4b4wudVj07pEx69fH2sfy/5nu01GfxBEJyN0FYWi47XWyQUE5xjdqLu+6qJpDUQudXPx5UrSFy6UCw+l+3uvWpINyJpuajGU7GkYArZ/0sH+M3PKbq4KrchoMzIYdPcZZfeA02+9BHZURGpSe1DmVJvSBayaUgOqLEeKd5WOLgxTqrboRQ0o9X/x9pf0PmQVh1WQzZHbaQkePbDDQHI+KhHXJtdQQjVhG9PdTVuyUyQjMEzYtfCMWrFr2dAV8t6C+7DmymiVNFL0aC1smLpOlkPAayg6QINdycsTRCePcKlMOSZJ5HZb6+TSGspp/iNdi7oJ3nUzlAp9Wt5INHGyYq4Dl+Sh5F30dRmLuWS9YWEomllENq9yqHd+zoUmuj/hHrTH0IkOp+hYkegATtV/yRPjiE7NRbT3Pgdklei8s8ggyYHUF/rlyy67jILrDMWt8ogKygfgAQavrl122YXiFKfNtii7vSbWR4vXWJPQjwZATTMSbq2o6GTkvQUVs00QarRJgsfcUNMHNHRrTYlZvqQFFR0v0bo0RUcQnbzDpYauopJSfmzF3XlojhK+irXEKLo5Srso5tIET7uiKiPJdChEJ9xtLOY26w2L7qVTNF1RvPrWhinRo0wYF525JxrUKA8KzN2mTcn20NVHepI2YLdg1VVatV5vgoKqeR75ZtBbGwwbgmzkGLyqulKgWKS78UX9djTsbfvA8K8p27+U8gkspGgsvFluY9fR4HTZFwrpEcg/IjElKRyIk2w5osOMW1UOEkCxQ9FeOOpZ65njjjuO5aWdffbZw3rt7g5jvklZqPUDH7ra4vJRTPUA0hQdkaOTx2ZsmqIDomO1k0tDcLYRvur8qot2mcQ1UZOM7vCwvx8sYr3G7tZhUaIDFM1QJVOZqOcbxTfnzttvInuiUbndO42ampqHpOi4uT4sViU6bq4NxP0XuElSQzjPfFii2xJs3LhxRO/x2mcyc+kG5k0lWvzFO3oIadbU2dT5WYdebeWpyf9BVlpaSpsSRhn9xkXDa/IqMHL0hkF0VDsLyXpEB87xmks9C105QmzjgJQBbYP54YcfUlubQqyHgnCnMd+kLBi68nuIUpJEjW5lXqm11bHKK6Ho5AmpiHEAoc2BlXqr8Aiqig7Q9VW3rugAbbF64/IQTrJY2CA6Tr81xwUIzjBIYLdqEIiFtr5UNQt0BGnxirYhhq44RceC5eVAaK5xzOztlej8oxVy3BOWyFN/Ors8komouV2mU39jHEP/822lhxYwZcoUSqxK6I7IJXsNr7lqNojO5pihWnWuEESnUOiNGEpphFI563mWj1YHoURccW1Vw1c83n3X8JAaLPo4dV12WU/RcTgkQlbIOjVPxy7Zqc5eJ4hOvpAMJ9OIjlUR2sVYtDo+7qA5HNHZ3FU5LEUnGTZOKHfAeicXn6ejofNLIzGwrtTwTfli+eBDFl296YqOFQ0DgdBuRn4M8pfOOdL4jaWqs9j/kUxEj71O1KYOd30F0YHTN7G+dwAS5HuWGa7UIa5yMJ+AM+vmhOHlkWzsE5VXBUJvWNbPq6iUykkH+1zDP1HJQwmkElQdD6vhq3Q8/7zRemSwiPYYx6TktubS7fcQbeDydBrs41ibjFzDmqOVZcR6eKJjTVM8TfrXQhFtH7ZTqV+m2nLOIXkYio6MWJ4Kb5EF9VJe7VK/SocaKgEm1hiVDEvXykPK0eGTkUeDotPxeSfNn000TvXTC7vnEzmrGTEernvpx0uNMf37/0q0qdFIxEQfO57oBKYaFRn5BFpCbEwa4bnKnl7amPu0AYF+0Nsjk10Nn8Yka7pUF88z5tqp4U5ylRuJ/Rr+/ve/D3mBj3EphJLHegQQCPmJVnuMTeck+2RmGIgimVzCmrNzltHbbQyyVfs5Adj9aMmc6O3U8WmnHr7qiTiJ3GOGrOhQ3DhE3AFrVhZp1UVank7X4m49IXlag/H91jUP/vt19qRGRTKyq8RFvok+PdxJCZm+q1nMSHai0iPZxZaW4XX2/li1EIHVwX5ziFauXJlOdJYbs3dgqrHTyyfwOZpSTRQh5fdsiPbQkuz2MhUYJPo6+U1ndowqC+nbNbWvk2KOiei3kvYYqJpDDV8lImT5jdWs8UQrvMbmaopjCttEZbt5cCasOVpZRrjL2JnH+da5FkT5QUaDtA3/aKRdjBxkpTv1EBUdKcERnSJr2bFnongPdbJJEXUuVMrMp441VKqmzsErCu1difQcHYsSHaB4V2ViTkVT1P11Ny3Ym9stlnxr2OGrnj6ZlquN4UG4XU4prbSWV3SQwOmuLszxhVwhmWRaR4rSVx0L09fLrKkmWB29HNGJW1TR4cPBU8Nq3DawrU/XUL11ElwagcOi8828aRJ1ONzU7FSKDiY5JpONbFkzVRwIgugwopMcNUSn5rhqvYnlpqc3064urjO3f86QFR3bKCI6JRrRYQ7JyqI2vs5DlFSST9v6Bp8M29aVTM/RsegOCyjmJuaOzzppr+lEIY3zFR/GponhEJ1Wbh4fV0PU2dnJJHsNk2snU3iDsk0tmh4oWD6GZqa5PqlUXuGXbPxseB3tBUYG3s4ibktYViX1T1LUyYmRLnJgngimt1YBhmJnkZlG4LBoYcg8tfvKCo+i6nglL9Xbx+gFCrmCNUcry4hwoauEzZq7CN7Wf9xFirW2nJCp4mmj5YMtuOuQFB1m3pU0dg6eoIXrywdwSA6FgkQRJRG1K1bGelgNBp09yYwcHWvusDKldnjaoDri0N3UG5xlRIHdh0V0UJmmIegjeu655/TXgaeIvznQbyJ9wYhOTG0JgmOByx0SyB8i3KYzYU9a/pyCJxDIjr1kPoVCIfrDH/6gP6anZ2jHWCrKpxFYM19yD7U1UVr4yj6Ffv7zn9OvfvWrnBUBCKIDZt1l7BySFu3QzWPCj8frYYDIJ21UpJI3m3/mkIgOb94FeINesjJ8433kKlPUro5POigVT1EwGCQKK72cUuSkjYNMRensQXUIF7ryWfdUCs4N6t4frW+3Ml+pI/ZMD18Nh+igMk1DkY9Yp2INZ5xxBm19xcj4Dc01yFa+UVxcTOXl5dTIVV6ldqLKq/Xr19Oxxx5LRx99NHV3F7Z7e5jbdKbs1lR0tk1I7iJP5aG0dv0WmjVr1rCJTnq+pDWJTkWxxBz7l3NEZ7JjCvt//fXX01133ZWT97Xu7JxF9PE9REYB0YG6UHWkUk4ux2U63KMQm6QLPSFsgyY62JF7uMXcV5LbrtK5BkIjpfOVZO14R4I2/3uLQnTULubAqkF643X2ymljY+UcHfSWKttPGZdYa5yV3x/BpxSEDmBhp6EClWkagv50B9SKjkpae9d64/4CKjqaqsNXXpX39NGG3Nt7FBzoTI82GFDb0P/rscceK+jniXQZvfVSTisrOoZ6PK2vg3ojEr23xK302Bsm0ZFixubDF7KWkSKPg3clWskRnWkOowP1n//8Z8oFBNFh/ZwMopNyWPfkGigpec+IQmxkyc0qr/r6+igcDg+K6HhTxq7KU2Lt0BXQ8D9KWA9Y/+AGcrvd5EgYC+6qTYN7HRjq8WPjsHDpPVBxqOpDgNyuJzdTQ7VEpQH1vAjsSu3tRkn+8EJXkq4KSSRR4h7jPKs4vLxgFVd8QnJTagsl1dLmOvS8MgSeUYnPl8l0+8NrqSNslPui1LeQCHfGtu20bEGgwlPrr6clJD/7rkx+v3/YOToUN4hOqMy66vq39pCo1+6kVWqZ+STHJOaSDCxbtkz32comBNFhOTrGgiU7rHty8Sg7oFT/dSc0ce2YvZMH3V8EC5WP8zdwBq1bXq6hdN8SvZwaibfJviT57Vv0+1c2yoMmOj5O0bE60ak6ulI/Xtb+bR1LZJ/RoC46zjLa1GYfcehKIzqIycdWKTv3ollFtNvfdy24MRwUnQQlaAspoZvaWB8tGWXNPaHeoJM2QnL3PCfT7t+T6Wf3TSDacy3R+N+zx9xwww20cOHCgn3GSLeh6JDLunMx+utp4ViYBoYSMXpvMY1I0eELQ4Jl1t10HrkXUXmI6I2QathFRD+Z9xP9GF2+3MgrzRYE0WGGgaPj5OLhDDn1ahp/cy+VxSNpRGcwOReM6Iwi1UL3GlLDVwjrISk55G4dsqLTG7GTF92JVdgtGjPX4K5wp6k6K29ZRXM5a4INbYZCOCxFhwtdzXTP1m8fe+4YspvA5VVLSN6U3Mz+g8SuWjx6mntCwd1///1p7MR5tPt3F9OFt2SQuPpLiMpOZBfPPffcwnxIiBa9xlxsc1t7Lk7z0wl30pI1RAkqGjbRsaOduwpf0LqhcpdTotMOIXqbIzrjIxP0y4sXL876exZ+hjEB4qp5HCCPEqKTGb6a06uWlHunDJrodG1DdKx7cmWqOhra3m+jMn83StSGlKPTF3WMOhI4509couTyXtqr3FCstvYaLUSGlaPDKTq7+BQ/p8xKuEJi2rRp7P/GhLGbbFoyxNCCifHrq2+gD9suItprIy3cqBQlKOBC9TOeINr9K1pEt9Oz7xZmHoz38nlvo4foTOtTctyWbCgadujKkTLmX3/I2kv3gr0lanV6aIvqp+NvCrAGn8CXX36Z9fez9mhlCUmuBQR5rH1y8SjdR1EutIS4oSo6CD34ONXCYXHVQkPpvsa4tL3fTiHIDRHFQ2XVRnmH1TaJhEyxpIO8auhKtsumUCVGCrQPmXKlcnwA4xqNBOSO2DCIDtf5PuCVjdAVTdXJYdG0wrR9yMTMmTOpqKgorYt5ZE1f2newKnA8/+3NA4iqzkZ7bXabnXroh4d9SM6PAkQtzxgP9s0gCu1Px/0v0X8/zv93T/UZc7HLZ+2x5xOSZ/YpG81Plzv1MO1QFR2e6BQVW3vTeeBcxS19qU8ZIyku0QS7ouq8+eabWX8/68/OWUCyz1jMbaOI6DCHTvUXnhnpHDLRae9K6nko6DuDuPNogLfOQ75xXj1Pp7So1PDS6ZOodQcFRt1qHreu6Fg3L3AbVBxihK9cy40E5L5U7YhCVzbqpXg8TvW2egqmgnq3cslujp496JI9f/78tMqr2kgffbCELI/rHgxTj/sQ5QrMMRtvo+SHU+jO38ynOHqYrbyYqOvDbZ53xGUynXNdip5+S6ZIND+kIxUx5l9XYfPTszLPeOoVxWJWXwft2tNKH3B5OkMhOkjQ9coc0Sm1NtHxeyU6fj+ir1WiAxxSfyj7/8knn1BHx9CLH7aH0bFyjRBy2Di5HP7RQ3SU/k6KVNoQ7lZySjzjiSTnoIhOS0dMX8yjFjbv2p6qg7YH45Pj00rMV24cXJKtpnbZvOZYrLOBopkBcgSUSbT7kw6yJ5RE7ZjdqFYbTujq5eefZP9nOxV3bkAraTcL9tlnH9qYMrx+UHn1xueyZVWcx16Tac8LE3TVA1zi6tJTaJ/Gf9Ht3qvovtCDdEfwTtqd6mmu7UdEH40hej9E1P2Z/vB/vEx00lUyzb1Apg1NuR8LmSNUXAWyZTHpEiP35Ji29fTRUiJ/IDRkooN2ER5uuR4NhSGXnS6lEZ09ShRPi1QqRR999FFW30sQHchmHNFxjiKiw+dA2NSEONao0TN+UESnrTOuL+axUVJ231+eTn3vGN00cDB5OppSoYWubCoxGA2Ap47WEyzaFKWGuNKsSnZUUAdnzz/Uqqtrr/45+z/HYeTnaJ5GZkFtbS21pFooIitJyGOiPfTse2RJPP460enXyPTJN8oUXxvtpQtXPET/LzaDrgj8L010TKJqezVNcEyk3wR+S0/c/ARRbBPi+ETLziRqe5GI6+W2bD3RxbflgfTFjGPMMwpyAsecXa+blM7q7aBwX4pcxbsMOUcHRMcrKxuquCSNilD5vGlE8boA9dqUlIjytgr9vi1bjErYbMD6o5UFSNwuQm3BMWrAJ3tO1/J0PBNp82alumR7aOtM6F4xCQubd/WH0n0MolPZUaWHrgZTeYUF3C6nyK22gHCOgkRkHiV7G2MzN2pUpC1asWPvpYFCV5TsTlN0kJ8TnGMkZpoBZWVlSnPPpNJJuSYWpjWrE7R8g3VUHTRSve0xmZEcDfXtn9LvV75Bx8Wq6HD3t8ghpR+vdslOW29toQfvfJAOcB1I59J8umjN83TY52dQYOn5RAnFB+blj9PzrnIBW1weNb31AMkmUdkBSlGIP5WgyeEukgK7DFnRgWGnlpsdsY2OZVuSJDpsD4m+8SkKl6PHQWNsinI8HCf27WF0jNgIYeN2EaNBLh2I6EyDogO4xwyqW2xPe4K0PVXKPbqIjrfBq7fJCG4JkS1sEJ2VG+UdhmS8o8xfiEcpR3RmRQ0Dt69X88xlx+joUccxFSWSY2wSK7Epr12yTwlTj8xGdIC1iTXsPz5dQ7SXPs++rUfOcMFNMv3sTllXcX7S9BXdtamdQmSQhpScopciL9Jp7SdTY7JRb3JbcVU1/SLwSzrFexod6zmOLvFcQNfF5pHU9A/2mESS6JVPcvv5HYnRRXSA8gON6te5vW2UcCtVb7FYjP0NBh0dXeRLKWMTNUleWzZw+DyJPvcb47OHa89B+7wNBeaaaQoEp0p0IpKNgkWj5yACvGO9eulzTUxdqNz1tHHjxh12Me9tM05CyWudXe2g20Go4Stb3EYTsZNUFRrI9DusRuNKy93Fo2NC1gD/JcmpnAeT+ozwwYoNQ+s9tHGreszEFBl6hnOGfl/ZfINMmY3orEkapHdcpJuWK9E702PxapkefwPVOSkaG+mh21d/REe0pIcAptw8ib48ZyG9M+UtmrPPHOo6bvtJn5Mck+me9irdh+uFD3M7D7g4RWc0OLHr5q0q5va0UcShWBloIanBoLmtV1fXYybbIIwEh80j+rjIKIDY33UA+y8UnRzAqe4iwjYHBQO2Ubega5n/FfEoSSiddo9h15cs2X5JSV+rEarwl1m3t8pglIuZ9slEESVk8fVaJZlzsK0xRhvRsfvsFJqjSJtlfS4KJBQTt9WbBr/IoUqnrVs9l6KKatBgR6+1wjfx3BHRWc0RnRnhDkuErnC8XnWfTAd3bKYnv3md/rrqAz2HDNiS3Ew191fRpAsm0q/+8L/M/fi9996jy/7+M6o6yrAO2GzbRM9Hnkt77RqpmK7csJBcqSS98CGSRXMzHnhdd8pQ130lo6Oc0dfgI69a5Tk93EGRxER96W1qahrUazQ3h8mjbsQS6iZkNKCqVKLyGX5a7VEq0aY4prA8PkF0cgBnQlV0bHYK+kZXvgXgVYmOS05RcSLGFJ3BOFDGu4yJsrjaXPkU2U5InumYSdT3NbvcEyZa37QjI0XO72OUha4ALSEZmBZWdv0bmgefHLqJ6zrCklwZ0WnQbwqYxD+HR2mpsvNellhGMUlRM3fraaUV681JdMJRmW56WKaGU1JkO1CmN96I0Q82LyUnR9KjcpTO7TiLLug8j8bup2xwMjHjhmnkn+Qn33gvHfvGt+knn/+YDt9yCO3+8K4UJmWzMyXcQ+c0raQtbUSffpOb79MbMULCmJG9xaOD6ADl+yvHFn6bSb0xIv+cISXdtjUb6nrCNbqW7cN2J3qy3NgEIU9MhK5yAE9SITphm0SBwOg5uTR464zvVAEJWlV0dthTJGxMmOX15qqQyQYCUwNkU6sXWFO5PkPhgl37YI0Urd7+oT+U8ESnt4X939Q+eOWqkd+QZSg6rgoXucvNpxC6XC5mGpigOK1wKudGaSJGfct7dmgimW/g85x0pUxX3CXrpPzY1vVpBBx4NfoKbU0pi0ZJSf/hQu8YLx340X500KcHUMWsCpo6dSo5nU6qOrKSHp30MCNLwMGdm5ki/OBLuRmLHqaUKp8/IqU3wBxNJqWzYR4YUkI0gykKAbpaDKIje0bXsn34HhJ9HKhg5BaY7JgsFJ1sIxVP6TugsEQUCplPUh8pvGM8/RAdiVatMkqq+4MjbhweoRpzWPVnuyJCU7uq7FVEPQbR+WLlwM/r7pNHVefyHdnXT+pTFsqtXf5Bhy02KtxIQayRfn7hz/VEZLO4IW8vfPVl3LChr27ros+Wkanw7LtEL3JWI5OrUnRk2xo92fjd0Nv0n8hz9I/wg/pjbMOo1jnnqnPo87jiqxNKxml8pIf++TLRltbskx0YcWrnVZ+UIp9Pab47GlDK5aTNQjueoj2GRHR62rjx9lq/7J7HAbsQJT0O2uBWiO04+3hqb27P6uZipyc66F6tAbuI0Uh0tBwdnejYPESuOlq5cuDVHAeZJ2Us4KOthJpP1mb/JS8Few2i8/5iefA9wEaRj44GT51HV7sq4kr4IpGy02Y+JLUdNPLKc3QTTU4qPdaA0Nyg6YnO193GsdAQ7aF/vyObJlwVT8j0278bn+eJ30r0xmnNVKxuid+NvUM3rLme/tp3J/XIQ2szkIlvf/vb1FRmhFfm9ray0O73b91xq5ThKDoeTdGh5KgiOlDVtblmariLnN4ZQyI6kS551CrIPo9Ex+xLtEIteYb9QW28lpXUF4TooBTummuuoaOPPpoOPPBA1uV20aJF7L7nnnuOzjjjDHY7To4HHzR2Elri6+mnn85s1i+88MK0HzgSidBVV11FBxxwAHvtl156Ke25eO0FCxaw18b7w0o+W0hwDT3DUpKCQfNOwsOFtz4jdAX4pjJFBy6U/aGrq5e8smNUqxZambmGqlgf2ZLKSg7r/4HUC9YagysvH41jA7VLI8iVSNZXF7U1g5uXqbGZG7tYI4UaDUVQ8xUxIyoqFNOytXEjdtkQ6aVn3qWC4z/vy1T2bZlch8h6yfvuU4mOnhKhb642wtDPR/+zzXMfe+yxYb9veJJRlLCvqu5hPKaeIdOdT8uUTGaH8ChKqXJehdHnu2h05QVqqg5yJadSDes4NliiE+8xEpBdRaMvJ/CCoyVaxZnYIcy9fv0Oyl9zRXSSySRzD73vvvvojTfeoO985zt0ySWXUF9fH+vFcfnll9Nrr71Gd999NyMnGmEBQcJ9IDqvv/467bLLLozYaLjrrrtYb4sXXniBbrzxRrrpppto7VqlAgaqw2233fb/2zsP6CjKtg3fm03d9AIplNB7BxUVUcQC2EAFsQuKKIoF/YRPfxUbYlfsiIKfYAFFiiAWkA5SLBRBCIQQanpPts5/nnd2yoYAISwkmXmuc/bs7JTN7pudmft9Kl577TUsWrRIRKlPmzbNbwNQUagTOnAb0qKjuGeIht7ZOXUxp//ZqlWrqjwm83C+j7/fiDdzwtZEJ3QCEuEpkEvh5hUBv/1Z9TF5RVohRSOPDfXqIWywimJnpyJ09K4rmz0Xth2yWZrS1qnHVV2lefPm4jlfyoclSr65NLMXY1s6kHag9qw6+cUSbntRQrkcLqPy1O0W/Pv8btgPyxvSXGnY5trqs8+CBQswbNiwGv/tqLaRar2dtsX5iKKEBio3cAB48G0JD7zln3EpKfTACm8YARyGEzrxujidTuWlQFiragcju8u0W3VoTN2LbztdLuoCHPC6rojG1ibIyNAa7J5VoRMWFoZRo0YhKSlJ+HuvvPJKEbRGH+jGG28UAiYwMFCIoUsvvVS19mzevFnsN3jwYISEhODuu+8WBeuolgtBAofWUbOzzp07C8vNTz/9JLaRWKL3ou7CtH3kyJFC8BwPElVUcVL/IAsQWS6qehRl64WOPIs43r719RHUMEj9TzdULDphcgfpCRMmVHnM/oMFPu6ZgIiAWv8eZ+IRqotfEnE6OfPU15c9KuG97449JivP4yMCrTaDjo1X6Oh/N9TdvTrH6oORh1kvQkCJ/ANMvKohAsLq7ni1aKH1JrI3lMVDvMuBBo5y4b6qrc+1eouEwkpeqDuuBK7q7sLRRfJgOyUHXi550WefRo0aYcCAAaf1t+k91jvWytcBWHDxzolA4Qr1b0xdCGz+9/S/Y3Gedr2pgEMEh9f278Gfj6heOouFvQSwdURmZma1jkWFNpkKjw+p9e/i8fPDFiohsJkmdJpYmwpjh/jufuC0pqJkWqKCR02aHJu2+Mcff2DgwIFiee/evWjdWu6aTYSGhqJx48ZiPQmL3NxctGrVSt1Oy4pIon3OPfdcn22kgsmKVJUPd/r06fjkk0981g0dOvS4M5r9OzWzbFmAs9qmxPpGYINAuI66fFxXxPr16zF37lw0bdpUNdsT23ZkwEbNLr1kl2SjJEMu428kyoPLfSw6yJ6KoFYvwGltJNaNfQcoK8nB0L5aX5qDOYk+IjCrJBtFGdUr/FWfsEdq5gP63aSHRmJbWgkyMk4eqJNxhMYvEA1K92NwyLWqNSd8hM2vMzV/o3ddZ9j2oTXk2KLupbmYvTQBN/SuXt0Tf5O+n6518vk5+qpC9OtajnPa2PHPzCI1znCZfRmOeHwtBF9++SUOHNAaldYEul4vdSzFjWHyNXSQpwUWbrkU/30vBy9/Eyu8mmPfrMDM8UdhOY0SLwf3BkEZfYfV6VfXRV2A2otIAYDFA6RQ8dbwjti/f6G4x1mtJ4nzq9BsEp7Aijp9DtWUhi3iUb7KKtyXTQJb4PetK4QQVKystSJ0lLgaitNR2s4rzJw5UwggitUhysvLj0kVpNckVuihvNZvo2OqOlb5W8cTOiNGjBCxQnoOHTokxFhVWQfZliMohVz61G51ITVVq/VhJI40y0L+0QKRORHicSMgrqu3QoYsBBMTE/Hvv/+q5mKnZ6/PzbxJ6yYITzVOcKCCPcyOfd7/f5u4tsABJ5x/XYXeNy/D+l2yqXnizAQMuDABnVoAThdQUCrJneB1Y2PTxfoYBWvHQORAFjUNHfKvJbs4AqmpJ86acrmAbG8c4YUF+xFkkU3tze5LResLtAlNXaR3797q8l7bHk3olOThtbTGsEWnokEteN7CdCWvurePxtArokUw8LpvN6jrf3Msq7Ij+0lvoiehe/fu2O/OwFbnFtGrrKk1FZ0CO2PsDcDsVXJvuHU7QrH9cCquOr/mfycY2kTKZXUa8lqclnwAroPloo8aIjsKbwN5QWiieSKC3JofPblZHFJTE2E0LuwGHPjKhtYVxUgMiEdRTtVGlLMmdFwul3B50IcgV5aeH3/8EV999ZWI06GZgOLyqtyplV6TUFHECr1WRAwt0zFVHas0QjteRD6ZO+mhh9xmJHKqEjoVeZoLwh7oqlEKZn2AamXk/y4XfktwVuBgQAM5+8ojW3go9olcgrfccot4nZ3vQLRO6ARHy2NoNEITQ2VXSrkHLSK9bouyrWhceD9GX/sNPl5AmS7AyFeAjVMtyMqnmVmlgoEGHRtbU+0ca2CndiFNsffQydOUswsluL2B3N3K6XyVb7SNhzeq8+OktyxvzN2Iq6KugavIJXoUwS1hye8BuHOgpVayreRfHhARakFAgAV56/JR9JdsSdzjSsNWl2wFV7jooovEte906dSpk3j+0b5Ybco6KOQqZG7dg5fv6YVhz8v7DX8OWPa2Bed1qNn4lBdq55Q7yFnnfys1Ibq1DbkHy0XMW1RYO9B/jyxXzZppBfOqIsSt/R+jGhrzetOjjYSlwbLQIRdpUXqR377nKb8L+czIkkOtBSZOnCieFZYvX463334bU6ZMEX5dBfJ761OZyRpE5lRaT6ZiSunUb6dsoJYtW1Z5LG2jGCF/pR6W5WkZXO7g6jVYq48cG28RAIT6zq71Ju6cfLtP40qjBtzS71cJSA4qDEZSYpJYJnfehGFZ6Oi1mlIdlV83aUG2PsHIBkv3rCqIvUFFnnim7293SNVKLacO753s8vUhMMGKiLZ1vwAcXVeUa1fa3t2I91a0jXI70aKiCAvX1k5AcpnX40yEe42H6e/LCRvE9xVzfa7Djz32mEjy8Afk0qa4yzWONSjwyJOli0MuQc7wfFhHLsSghFz1M46cXPMsrIoC7ZzyGPRaHN5Cu2+lWJIBSzDS009QndRb6iPEowmd6AbGvN50bwMcCdbGx3nw1Hrr+VXoTJo0ScTUUHYUmdwUNmzYgBdeeAFvvPGGKlIUevbsKTJ85s+fL4KFP/vsM7Rv3169oFDqOK0jyw21JVixYoUIdCYokI4ytSh4maw5tB+loPuLkhztCiKF+m9g6/RNS8m88sbpKJDrSp9ZpLiuPAFQa6oYOcXcU+HBqJvulZc9HqxZtRTP3qUJ+Y8XSDjovYkrYyMFSggwWEl2hdCUY7P1KB4j4yRhKsoYUVxPmPcSE9kj0mdSVJdRrl9Uhj6itybOupbmY8EaYMM/Z1/slFZofzM8FCjdU4qjS+Qg5BxPDlY5VoplmgFTMsfrr78urrH+giaXVDH6F7ucJKIQWhqKmzf/hjaNJbVP3FdLa/Y3yvK1mDBLiMvwQieZstfC2ogYnRNB4Rs2yfhCp0GMBRXxWghAaFGoMIr4g1O6QlOg7rx580RNnMsuu0yYRulBDeIo5ZyEyP3336+uJ1FEkCuJ0sPJpdWvXz+xP4kihdGjRwvLDoma8ePHi1R0xZRHpmRKYR83bpwQRDS7oAwtf1GRpzu5bL7l041aS0fNvLJp3aSJrVu3+taKUYROaEC9uUnV1K2n0Lf9ReoyCewhF9EJKL9etA7Y4Y0BVOroWGzGHRdrqBUhibIbuIFulk7uq+pYdOKd2rkV0azuVkM+kfuqMEkrWtaqvEjEaN34jISj+kq1ZwHqA6UXOhmf7lc8WVhYMR8uyOcqhRScCZTJ5Q/2hSjx+KZ/xZVE4/3LtS7oE6fLRQ1PFUehZl23GvRabGuus+hQnE54R/z9t1aFuyoo3tWmizIJiTFeHR2FmFbatTgpuK3fAtJPSRomJydj06ZNVW47mZmU0sO//vrrKrdRLM+LL/qmReq55pprxONM4CjUTKSBEf5JZasX1ZGJyPN89tG7CAtLJbWfk8WAjU716AOJW8W0FiUQyAK5cuVKBAZacOMlEj6cB1Q4IDpE611XAeHGtOYohDYKg/2oA3FSEAI9HrgCAoTYG+D70/HhQLakxoIphDeuP4Hseot0esVeRIfFiRiuTh45HiYzCxjwHwm/fwQEn6VO0qVaciBsQR4cmitnV5HAWWL/USz/8MMPfrV263n44YdFmRCy7IydNQYdpc5oFdgKg0OHiO0NNh9C/56xWLqZShAAM34ERp3iJdtVogmd4EhjCp1wndBJpswrW0ds3PjRCY+hCsHhlK5l8DACokmXMMBbPSY5qJXILmvXrh1OF2NfpauBR1cZOTS6bpR5P9MWnRTJewOKuUz0vFLIz8/H7t278c4772DHvwfUgNvAKOMVqNKjlGYnXIfdaNNGzrSh1Ebyjw/rd+zNTLF2GbU1RuU+aRQcmOCSfzdvTVstRGB1XFdV/f7qk0XnjhF3IKK97L6KKylHq1j5ZvzXboieT2fdoiNJcHy7H45seYL2u2O9aPNADTuvuOKKM/b3KY6SkhXIct++d3v85liKz8umo9QjJ4ocXngEL9yuTRSfnyGhQgRQnwK6djwhxitQr7nJvZcTkWJu6yiygulxQouORz6IRoiSJ4xKx55hcHq9B0kBDUWZGn9g3BGrJpZS7eQKjzeuGyIoKhCBUfJNuZE30woBQcC5+4GoC9X9yLX4yCOPIDAgSpQqV441Mjad0CnPLEfDhg3FMll1iouLRdXOJF3zdrJsKI1gg40uAvXtQypkN05mfrKIAzmZ6yrBZa8y3qeuc845csNFgmIKi+K0GknTBmsp0JNm1uBmfprByHdlpSHnLa3dg2LNuf766/2SYVUd+vfvL54dcGCtU64k7inxIDU9G1dfoP0GPj1+XdcqCSh3G949Q+5gJTFEpJiHdxTLx/OUELl5RQjzXovLA40dRtC9nQVHg+RrTpIUJrok+APTCx1rhXxykYqMizf2DV0JSI4qq0CA0pAvJAXoMBcIpt4rUKtV26xaK4xggwsdvUWnPKPcp3AiBaRarRbcJde+FOjrC4XEhMDI+LQPKdnpXdkCCGkiykycUOjYi+ul0KECZdSPTyEnVutQmpJdgP49tVil978/O5+psMSF9mUFGJqjZVrNr5gnOouTMPfXDaE6UMwkxVFSFfvl9t/U9X/duwWXHFmgvl6w5tREYKDDY4rzSnFfUSZfRFBTMtFg48aNx93/SE45wr1hBPZAY9+yU5OAHG9pmVDJgoCiWkovNxpB3pOrNCAQCXHGPbkImzfi3+KW8O2DFWis3M+DEoDG4333DdCqooXGGFvoBMUGwRou13opyzxW6BBP32lBZ2+ZndgSrTBbUJQxZ55VWnRKdN3uk0YL115lyNWnpOAnOOWgVQ88alBzfeGGG25Ql9ODtKyYtDf24rWR2g35541n3qJDY7r+978x4uhudd035V9jatlHahKB0nX9bED1zkhYvfvuu9ji+hu5Hq1Stu37LMAuV5f/fcfxG+NWRbBO6ITF1R9XZ02vw0QyuXfD2p3QopOVW6GGETiCjH3Ltlgo80obnyRrY7+8r7FHrRqEOL1CxxqIxIT6M+usCRFttMyXC6JK8cenFtiUr5x0tyx4vNis2s0+zOBCR9TS8QYkV5DrqoHsuiKysrK8vVgsWP0eMOOxQ7DufMwUgYHHBLGXZgAeb8Boo7FY98ex7VJyC6nOjryc4HKq1acD6tlMVF+pdnf+btXdILkkFN+3HqmBFWpjyzMN/QZTij3oWCZnNmW4MjCz/H9imfoLKq7Wsw1VXQ4LD8ObJa+r61IDU9EqT7ZOUG+undVMmnE4JYTq6nZFJRuvuXJVAclyK4hOoqcjlVCpiuxshxpG4A4xrttKwZqiy7wK7Qx/UL+uPmdgphTq0iw6iQl1v6DZ6aAv2Fayq0TULbhHSdKw2oDkB9TtYVYtKEWJ7TGD+8rjkJAUIhcNVLJNqC0GlUcYedcw3DW4CcIkq2mEjhKMTDS0RABHpskvrBF4fa7s7qzKbUVxTLFKAGV0/auJoi89T5kfLR/W+u2U7CzFu1tWY1BepqgpRDfpMwkV8mzoCfRp9UBWMoIaHtcWVDaEYvr+cv2J90qnqOvvLbDD4nWN//5P9d6rsBSqe4aIS4mFUdGnmCfby4GIbmKZMuZycrzmUB1FOZoAlMJOr51HfSCqhW+KuT8wtdBxl7jVASgLsCA2xriziMoWnZJ/5WyJcTdZYA3wXqhT7qfOi6I1hC0gzDQ388oByQne5okEddClvmoUk/Ddd9+JdWEW7UIVGGHsC09QjObWaxDQENj3X8AuZ4j8mZmKNVulqmvo6AKRLfUwyJ/66ynuIKrlkXp3U/T4XzfRmJSwShLuO7wTrUsKTlpX6HQhF6ENmovU1iBMdSHdeeedqE2UZsnL7EtxyC0PREdPDM4vlosZ/rxWi286EUWlWsmGckhIaKhZlw3tuiKLTowsVqlCMnUCqCx2yvQ1m7znopFJ6qh3Xfmn15WphY6zSJtBlFo8iI42uNBpFa6mNpJFh0hNsuDyHt4CYEENgNiBIjBZqaFjFqGjD0iOcpz4d2DTC51I47v1lIDkBtQfzV0MZExUtz/+gW/JfyW1XF9DJzipfsXnVHZfUYA+ZV8lXZWI3HFZWGlfIdbTLefqvANn3H1FQidM0n5n458dj19//VWIcHJd1SY33XSTqK1jhx0fl32orr81a49IeNi0o3rWPHJzKXEoZRb3WY05qs26XbLrqgsQJFuRKctz4cKFPvvbi7SJgtHLWRDtztVZdAL807zU1ELHVaQVqCq1uER1ZiNjtVnVG3rJrlLhuiPGXK9z2SXeAQSn+GQWGbWX0/GEjq00rPpCxwxj4w1IDrWEIsoSDRydAZRuF+vWbwcmzzpJscAm9adYoB6lhYLb7VbjJxb/tRhvl76p7pPkKDsrQsfmbYxKxDWKEynedUEMkPuKGjgTm5wbscMlj1MzeykuLDqK/Xmx1QpI1ruuyiwuxMXp6jkYjMDwQIQkhWgp5kQs1TST2bVLKx9AuEq0/31ItLGTH4iunQJRGCRPjpIl/8TNmlrolOTohI7kMLxFh4hoI4sad6kbFYfkm9HA3lZY3d6peNxViEjs7dOdOzDSairXVViJTfRnOx5hFnO59fQByQ/d+pBctiztAUByq/VksvKl49bQSeqgxTzVJ7p1k2MniEsuuUT0HKJ4GbJe5Esl6vfcfeDMxujsziiGTScW6tpvjqrWz5kzR1QU/8quqd7zi7LgcIdgn1zE+YQUFUuq66oMDhEXZ2SUnlexbgfCSODFXK5uq9wSQirXrr+2eGMnzBABARbYvT2v4r0JDaeLqYVOwVG966rCbx3R6zIRbXVxOrvkOB1qc9CtkTdqMCAYaPJf+eSroxfWM0FYqva/L0srE66B6ll0jC8C9SnmDwx7APfddx9QtAo49IFazO6db6XjVkVO7nRs0HJ9EzoFBQX44IMPhNAhcj3Zaj+vtIwzK3Q2HL4UYfqJRx20It54440iaPuHtIWyTw9AY3LLkIXi2CoEx1CUq8VL2q0uQxfFOyYg2VGGyKZyKw2CWm2QFVHBYtf+35ENjS90iAjd+PgDUwudoiztZm4PsBv+5NJbdIjibVpBt8njuqjLJc5YH9eVGfzCVP1Z6WJetL0Y0ZHRWLFihU87AIUhA4aYSwTqLDrlB8uFdUNw4BU13Zyq4FIjx3Rvxnm8Q2v8aKtH7R+OJ3SIpUuXqgU1s93yF7VCwsHdvk0u/UnGEQmHpWt8Xcl11MKamJiIpMZJCGksux0a2UtF9lV1hE5xnvb9nIH1L0vvdJt7FtvD0X/QXWo5gcWLF4tlp9OJQIfmroqIr5/xbqdKak8WOn6jJEd3clk1U7uRiempFQLM+lXLiOh/Xhya6TwMvq4r49/MiahOkapbrzS9DH379hW9v3r16uWznz7ryloHZ9dnsrt7+YEKDB06VASgwnEYyJMr4R7NAxavg+qmSHAU64oF1s9CnFQ48sEHH1Rfr1q1SgQlEzkeLTNGynafkVYQdoeEoc9IkCzB9SpmLqK1bDUOlTyIc9mxK/PkY1OcpVkA3SHGFzqK60oNSAbQ58ox6rr//ve/GDhwoIiBgq5zfWRC3f7f+4tWV/s3687UQqdMN4twBZtD6FAtHVtL+STLW5sPR5584SZr1i2am9inpoVphE5nLS6gaEtRlcXjiFBdgJwZrF36Wjpl6WUICAjAhx96M2yyvlK3Tf9Rgsurjxu45N+VK9xZ74oF6qHqv1QYjygp0Sw3RYFy3y/FfaVYsvxBabmEJ6d60PA6CRuVrhtO2c1cH87HqDbaedTYXloti05hlnyzF4RqFZKNSnhrzbLevEKeFITE9lTrN23fvl0UERT7QpsoRDWo2/97fxHTIxqOUP991/p7BToFjhypOhquNEcnbkK95VwNDgmapEHeSqoeIOsnzarz+HAL4ryJZw0tDp8WCWY5uRSyl2kz9tTUVJ/9glxB9eam4w+oT5USi1T8j3yz79hRbkaIwuXyD4l6L63WFwv0XlrqYQ2dylQVmB6sa2lB8UiZctmY04bcf3e8JOHlmXJtGYHkga1Mbr9hsVoQEFq3L9vhVMbCSyNHGf6thtCpyNeuN5YwzZps5BACpQt5m3J5UvXkJ8CAa2X3lR4bgk1n0bFYLUjs7z+rTt0+Y/zEyLFaOqieinxN6FjD/RPdXR9IVIQOgC0PbkPRNvlEi4204Nc3LXj4RqBdhGwvDYoLgtUE1TiJuAvj1OJ4WUuy4fFWzW7bVqvOSXVLLMUW9WQ0g9CxBFgQ2UGepZfvL4ezyCkKm4VR8z1XPgIrtvnsry8WGJxU/0VyVZ3am3bXrHwJrgrsP02hQ6UeXv1SQvClEuaurLTx0PsIk7T4nLoeSxjeUid07GXYfxQoP4lrz1moC761Gd91RVbO6C7yrDLJWY4orwV0df54wOIbh6MvFkmxhGah/UOp6PlVd7+8lymEzs6gD/HbJi3wVsFZoImb4Ejjn1z6OJ3ghtrJ9PeYrZC86avd21jw1oMWuLPlm1Vocv2Mr6gJ1lArGl4uV0V25juR/ats1bnttttwyy234O6778ayZctQcUQem5CGwULsmAFF6BDFO0pgtVpx2WVy7Q/XkW999tXX0IloqmX51VeoZg256xQoPuni6zXxk+C0Y/9R6bREzujXJYz/yPc96E/ed2U6sPdR2LwlDepDTJivRUc2S6UdOHmVeoWgCONbdIhonQX5XIvcx2xHZhieeneXCEaePXs2ZsyYAZuuWKQZJlYKMb1i0OAy/1h1TCF0ri0qwbBnA5Fd4HshsRZoM8+gePMIHbo5t39es1IUby/B0UXalNSR64Dk7d9Dbgsz0eimFHV5861/Im9dvmgHMGvWLEybNg0xkTFwZMuzr5Bk84xNZEdNsBT9JVsAb731VnlFFjWY1OIqWnu0TsyxLbTg9/pKbGyslmkGYOLEiYhOjfIRdmS1qAmFJRKGPCXhE10x3NaNgYWTLXAvD8Dl7ammiqQGwNeHGx11qndY5XOksb2aKeZlmrgJjjR+jA4Rf4FWFHFChzx1+YvlTXDRxQNE0P/Qm+6ATdImU4FR9d9CWhuYQuiMOvIv2h4uxouf+wqdsCL5ZCyyBiEmwRwzc4VGQ1PQ6+se6usjP2hX6opDmgAMNdHNnGjQP8GnQN7GYZvVdhmE/aid7jums3bFnqMJlrz1+eK5d+/e8gp7JjrYvkGrRsDL91qQUrRI3TeupTEq3E6fPh0vvPCCsOiNHj0a4THhyPcUqDE6NRU6o16T1Ngm4n9PWbDrywBcfYEFa9euFb2sghEsqlLXh4wrglxrpZHyOdPQWS5itk4Wp2Op0MRNcLRJXOV94mAJ9PZO+ysXA86T19NvacLH8kXmcC4Q7s24cwdYYA0xxS3b7wSY5Uv+58BWLJldjC175B8QxV9ElMuuq6ygUDRKMMVQ+JBwSbzamTzrl2x4nPLFpuKw5noITTHPzVyxdnWf1lXt9O4ucyPtjb3q9orD5hSB5LpSfitk5SJ3S0pKihovEp73DnZ/FYAJt1kQoCUkGWaMKPPu//7v/0S3boKKi+Z4ZCtorMuO/YdO3Qrx6yYJc37TXv/fHcDtV1rU+imDBw8WmV5dg7pVWQerLuOIkyeRJFmSnWX4O+3Err2Acm17kEmsFhRvE3uuPIEo21uGN4fbEea93L7/PbB6i4RDOYDNWzzQ7ccsJLNhmrt7iOTBtYf3YeB/JOFPp5m51XtuZVkD0CDe+FWRKxMQFIAGl8s+UFehC9m/yDEp5ZnlhrtRnar14oKfeotAbOLw90dQtr/8GBGo9KsxiwCMPU++KJPrrjyjHEFBQXI9Haod6K0YTHVmQiu0ujv1tYbOySChk+2tjkw38+KDDji87t7qQP2fHnpH2//1MRa8cE+AT3Xc7Gz5/c8PukBdnzhQSySo0+h6MSY5yvG73AKrSlwuCYEObSyCo81RFI+IPS9WXY45WIhX7tM8C5NnSTicIyHGG9zviTLPuPgbUwidQo88xexXeASPbNyICc+VoWSfdjPPtlQYvqHn8Wg0TItJ+WPkX6JQXv4G2SRfuWWEmaBYiGb3ypk1klvC6ovXoiyjrJJFx5g38eMR1VELSC5Jk4NMlbofVMKBRA49xwdozSZDDSp0KOMs15Orvo512LH3UPWP37kf2JEhL5/bHnh0mO/2336TTT0RlghcHCLHB1FGYMLFtd/IszoEpmjWB2pcmXEE4qZdFVkFmtWCCIk15m+mKhSLDrHn7XTcd7WEpl6RuGgdsPp3pyi8SFgTzDMu/sYUQmexXYsZ6FhWgH7f/4Hfv9fs61koMkVDz6po0C9BbX1AAchbxmxF7qo89cIa3c2cApBIvbupmm7uKnJh2+P/IG+NFjQYocsuMQP6tOHSPXKQaePGjcUzubIOHz6MQ4cOITZAjstxBTrrRfBsTYVOnk7oyBWAq3/8P/u0ZYrHoUaGelavlgN3BoQMVONzGg9PgdVWP+JXbM3CfHo5EVc8JiGtigaoFIeir/wcFmceK3JML+2+U/R3Ef55ZDvGah1mMG++bmJlIguyvzGF0Jld/jW2O7f7FLEKmL5Lfb0bh00rdMgl0evLHmrxKrLmKFlFVFeG3FtmJTguGJ3f9hbGo7L/y3LV7LTgBsGI7m6u30x4K829W1rJokP88ccfQujEK0In0rhpwpRuXmzVSlbEOU9N6CjWHCLQsQtHj/pGM+/YsQOBCMQ1odfJKyxAs/t8C1fWZaJbR/lYdIht6UDnuyQ89YlHuKsUjuRpQsdDGWYxNlNdY5qP0f6vB2cfwrXuIwgP06puK0Q3ZaFTU0xxF3PAgSeLx2P7+buP2fZHeBy2u3aaVugQke0i0PW9zsesbzS0fnad9icp1yej6wfHjg3V2zFLDZ2qLDpUS8enQjKAZ555Bof2HoLNIu8XEGfs8SkNKfEpkvi3N9GhOvyzT9v3yUeGiOrLxcWycKqoqMC+fftwUXBfJAQkqLE54S3qjwWRsu0qJDmeLclr0SEqHMCkL6gKsPb9RWaRt+VMOVwIjzCP0CHav9AO3aZqTZXTHtmKGbtXiXEjS6FCYmvzWLr8jSmEDuGCC7tTtmD3xS3UdaUBgXg/pT1QtBIxMfW/3sfpkHRdIuL7aKnA8RfFIXmIrsuniUkZloyUGzXRR+6D5g80g9mg4GwlQDt/XT5ylueKWjpKi4xt27Zhx7qdpgnWLg/VAtPphrRwrdyIszpsT/cuUPf38jTRFf27774Tq/bs2YNQKQw3hQ1X928+pn793uLj43HEfUSt/Bsg+Y7La18BXy/VUqhjvJWBC1AqAr3NRsoNyWg4QC5WStgKKzDy6G4fiw67rmqOaYQOUVhYiNtntMT0Tp2xMK4JnkzthiOZT6JBWKYaa2BWKE24+4yuaPloC3SY1A69vupR50vNny1oHLq83wntX2wrLkY0NmQFM+M4KAHaxI5ndiIsNAzXXXedNhvdJPdkIiIbG3uM7GE6oeO0o7AEWLr55McVFEvCjSMo20bBcWJxzZo14nnX8l2YEfM5mljlsY7uHoXY3vVrIhYXF4cjHrnTaZAkId5ZgcYNgNfu164pd06SsGarhN17XIjwuq6oNpEZhQ7R9cMuiO+rTTYvKM7CtYHZps6A9RemEzpxUQH4YH4y4h6yIe2fC4FD74qqp3xTB4Jjg9H2/1qj2ehU0/S3OpXeNM3vb4Zes3r4WL7MRqvHWoobr1JRm3qCtWzZUt1u97bHIGJbaKmzRsQSboFdkr9vvEsWPVeNl7Bo3YmtOmtI23h3aZe7CQ/YxuLy4Cuwcv5K5G3NR8VUJyIC5Aw3KUhC57c61rvrU0REBI5KWtzR1NsqsPp9Cx4bDowcJK9zOIEbn5bw089aQ88C10HTCh2qq3Pe9+egnbdqvUUC4g55k2YsgK25OcfFH5hK6BQUeCuZxlgQ5/gOKP/3uE37GIapusFnq8c1YbP79T1o0VxzB8d5A5GJmOb1ywpxqtjCbWqKeQNyMXjVy00TJWSeoPfVyr/kbb2Ks/FqSVMMCr0Kj0SMw1vuKVh/yQZEH9DiBZt/koqozvUv85GEWbFNC9buGV2O1CSLWP/x4xb06aIFIlPBRYV8T45phY4CWU2jOmulHAgqKxCSwHV0aoophA7NLhSLjsLy5cvVZX0fG4ZhTkzDKxuoF2JKiU08qMVyxVk0oROaZGxTO92Qj3rkOBQq0x/hDagtLQcemnJ8obPib4i2CGMP7YD1BJfgL8r+h/ZXt0N9xRmrWWq+//B7LFwoN/QKDLTgy6ctomUIEeuNzyHyPXJvOTNDma49ZnTziXFrOlLLbmROHVMIncjISB+h43a7sWrVKrGckJCADh061OrnY5j6BM3KyYWlkDMxD+0D5XMoTl8s0ODBk1RL56hbc89Q0K3CvFXALxuPFTslZRI2/wt0LstHgs6Ssc+1DxmuDGx0bMBqxypMKX0bgUMC6p3LSo+nka68wHYLnrh+PArz5Wtwk0QLlr1tQUpCZYtOvhhXs2NrZkPfNReiy3udRE/CpKt0paaZU8ZUQkdxXc2bN08VPRyfwzCnTuJVDdViZ1Ro8tG4x2CBxUfoGLX9Q1UWHeLr+8rxwTjtWkIF8j6c5yt21v8DuNzktpLbrRCTil/E0UcOYUzRaEwseQYvl7yEn+xL8OTTT6I+E9k0EgfdB8Vyq8DWeCPqLfx+3UbYcxyq2Nk6w4Jxl2sWnZLAElGjiAGCYoLQ+OZGopQFc3qYSuiUl5eLMvVvvPGGum3kyJG1+MkYpv7G6pzzTU/YWsjxFI1cjURPpuQAOQ0/OD6oXnTaPh2obcxRj2bRiS2rwL3XAG21xDQ8+p6E9EOa2Fn5tyRiec4rlrNp3JIbf7n+xC233CLqEBFdunSB3W5H+/btUZ9JTEzEFuffPutc291Y1WcNMr84gMK/KDnEgvhiXZ0dXco+w9SK0CGR8Nxzz+Gqq64SAbx33XUXtmzZom6fMWMGLrvsMlx66aV45513RFl4he3bt2P48OG48MILce+994py8QpUIOvpp59G3759xXsvWbLE5++Sb3fQoEHib9Lfp86+p4K+j1VWVhY2bNggltu2bYsBAwac0nsxDKPNOKkUgcJI291oYJVnn7Z6VNyupjRo0ECtFUOU7C6F1WrB509qVh27A7j1BUmtBLziL6BVRRGSvW6ura4tKJVKRYVpurbt3r0b69atQ3Bw/Q88pYav21xbj1lPlde3PrIda/qvxx8j/hJNc4kSTzGcSZp1h2FqRehQbEtKSgo+/fRT0XTu5ptvxqOPPoqysjLRm2XOnDlC7MyePRtr167F/PnzVYH0xBNPCKGzbNkydO3aVQgbhY8//li4lRYvXozJkyfjlVdeEZVBibS0NLz55pt47bXXsGjRIlEqfdq0aTWy6BD0Oel7EOeddx67rRjmNGhwWQJiesourGSr1iA2vKXNFEInw71PTTHPWpIFj9OD8zpYULDYojZnXLddbtBYYZdEF+8+RXIbEWKFY4WoOaNkGrVq1cowWUckdHa6tAKSVXFkgWYR2+TchMQUjkVh/M8p2ZYpSGzUqFHq6yuvvBJvvfUWMjIyhEgZMmSIWnjvtttuE5aYwYMHY/PmzQgKChLLxN13343+/fuLaqCNGjUSx5K4oeyozp07C8vNTz/9hNGjRwvrDlmIlFLz5GqaOHEi7r///io/I4kqelSVdUX88ssv6nK3bt3g8cidYRmGqRmNb2uEgs1aRiNBLi2jn1tU/bcCFdjg+B0XhfSFI9eJ7BU5aHBpAiJtwJsPUp0Yed/vVkqIiZQtPF1Ktcaw6x3r0LxdM0OOlbB4eYsGKrwT+RY+e+Mz/DNhJ5x5vpb5ZY6laJ/UzpBjwdQM+i34I2brtJzo+/fvR1FRkTC7pqenC+GjQDMTKmVO7N27F61bt1a3hYaGCkFE68nakpubK/bXH6u4xGifc88912fbkSNHhBWpqpnP9OnT8cknn/isa9iwobr82WefqctknSKRxjBMzXF3dcMSbIGka39QFlVq+HNLcc2vdq4SQofYtyQDZS3lhqcdk4GI0CYoqQjAgtVuxIQWI8wdgVblRfK+rnQUSYVCMBlxrMhSRZNjyiLrE3wRyqQyrDm4GqWdS9BycTMU/FAE11EnDqQfwP/NfQo7XDvQ09bDkGPB1JzmzZuj1oSOEldDcTpkMSHhoa9/QMsU/EvQc+XaCPSajqGH8ro6xyrWmeMJnREjRoj+O3o+//xz/Pjjjz7rSGxR3I/ZazYwjD+wfRCObeP+gavIJTq7t7uhrYjhMTKKlXmH8x91nbRbUnt/Edf2Ab78FSgsteLd+THoUZ4Dpeb4Vm/8Clm/9ccYBfpO69evx9LZS/HjB4uxtmQNSl2lciuRls2Ah+X9/p21Eztm7xDL7dq1M+RYMDXDX9a9Ggkdl8uFCRMmCEuO4soi0VFaKs9kCFpW6iHQs36bsp2OUcQKvVZEzImOLSmROwYfz49NQXyVA/n01iIFymzQx+4wDFNzUoYkI3FAQ5TuLUN4C5spWohQVhGRK+WiJKQYEfZI5P9eAFeBC8Fx8jVo1DUSvvxVs3S1LNeqBf/r2okePXqIyZlRoessPSa4JuCPV+RGYGT911v4Ke5Sb2Xn9HLG3wTURGGRJYdUOcXKKMG8ZF6iwGEFclspPXBatGjhs42sQQcOHBDrKSOKTLfVPZa2UZDbqQTsVTVDIKHGMIz/IHET1THSFCJHiUFRSA/bq9YU2jJ2m7r+4m7AFedox6Ta5Ykasde9F3369IEZ0PdDIwt7r169RNYrXdv1GbjJyXJ5AoapVaEzadIkEVND2VGBgZpBiNxAc+fOFQKGts+aNUusI3r27CnqQlAWFgUKU5wM1YigQGTlWFpHlptt27ZhxYoVarwPpX9TptaOHTuENYf2oxT0UyEkxLdwGX02CpxmGIapKeT+VqzQ863zEOztRUSNTrN+luvk0ERwwcsWjL9FPqa1UxY6LsmFg+4DqvvL6LRp00Zd/vLLL0WCyq5du0SWLj0rNGvWrJY+IWNkLJK+2M1JIOV9zTXXCOGgNy9OmTIF3bt3F4HAM2fOFFYfyrB66KGHVIsP1dF54YUXkJmZKVouPP/886p6JwvPiy++KAQOWXjGjh3rU9+Gsrc++OADIYQoA+vJJ588pToTZCql9yArzsMPP4yXX3652scyDMMcD7I40/WFrNJbPtmKv+6Rkyiie0Tjgp99y1ek7XNj93lLIbkkpLvS8WDR/aLcBdUWMzpU+4xEHdUJ0nPFFVfg559/FssUSkAV67nkB+PvrKtTEjr1FboQkfuKvqrVag6zOsMwZx6qxUUFSOnmTNbqdf03oHibHIfTe+E5iLtAa3JatL0Yq/uuFcu/2ZfhrYo3xI3dLAkRVDKErPfHCzDt3bu3KJbIMP4WOqaK+mKRwzDMmYjToUlUXl4eWjyouV72vJ3uUx2++B8tEJkKDVIdL7OIHILCEb777jshDqtCqcHGMP7GVEKHYRjmTAUkZ2dnI3lwEkIbhcqvl+Zg9+Q0VewUb9eETro7HRdccAHMBoU0UMo5NVOuDLfjYc4ULHQYhmH8JHQCggLQ7jkt8Dbt9b34a9QWeFweFO/QMq72udNFKxwzxzbpoR6Jd955Z619HsbYsNBhGIbxk9BRagq1e6Et4I2ppaaVO5/dpbbJKPIUIceTY+oMI33mLMVgfP/99z5ZvAzjT1joMAzD1JCEhIRjhA7RYkwz9PyiOyxBstrZ91EGnPlyb6ftLrnOjpmFDpX3oEzbmJgYkQ2r70fIMP6GhQ7DMIwfLToKiQMbotU4XxcNsc25VWRpUWV5s0Lf/6mnnhIB3C+99FJtfxzG4LDQYRiGOQNCh2g6sikCwrTLrAcebHZuFjXETqUWmFHhmjnM2YCFDsMwTA1p2rSpurxz585jtockBKPXzB5IGZqMxMEN8HLxS8j07De124phzjYsdBiGYWoIWWaUCu+bNm3yqZujkHBJPLp91AUxT0ZjrXONWMc1Yxjm7MFCh2EY5jSgBpUEVTn+559/jrvfwYMH1WWlzx/DMGceFjoMwzB+EDoE9dI7HocOHVKXWegwzNmDhQ7DMMxpcPvtt6vLS5cuxf79+4UL69VXX8Xo0aNFZlFloZOSklIrn5VhzAgLHYZhmNOgefPmGDlypPo6IyMD8+bNw/jx4zF16lS8/fbbx7iuWOgwzNmDhQ7DMMxp0rFjR3WZLDqPP/64+nrKlCnimV1XDFM7sNBhGIbxY5r5n3/+ib1796qv7XY7nE6nj9BRMrUYhjnzsNBhGIbxo9CZPXu2z7aKigq8++67ap0dahsRHh5+1j8jw5gV7qLGMAxzmujbOWRmZh6z/bHHHlOXu3XrdtY+F8MwbNFhGIY5bRITExEUFHTM+nbt2h2zrnv37mfpUzEMQ7DQYRiGOU0CAgKOqXacmpqKMWPGHLNvjx49zuInYxiGhQ7DMIyf43SI888/36eYIBEYGIg+ffqc5U/GMOaGhQ7DMMwZEDoXXHCBiMeJiopS102YMIH7XDHMWYaDkRmGYfwckKxYdMLCwjBnzhzxoNcjRoyotc/HMGaFhQ7DMIyfLTokcLp27SqWr7jiCvFgGKZ2YNcVwzCMny0655xzTpVZWAzDnH1Y6DAMw/gBisdRxM3AgQNr++MwDOOFXVcMwzB+gBp1/vzzz9ixY4dPk0+GYWoXiyRJEgxOenq6qGlBtS4YhmEYhqn7eDwev9y3+c7PMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhOSWh8+233+LWW2/Feeedh48//lhdTxnq77//Pq688kr069cPjz76KLKzs9Xt27dvx/Dhw3HhhRfi3nvvxeHDh9VtFRUVePrpp9G3b19cddVVWLJkic/fXLhwIQYNGoSLL74Yzz33HJxO5+l9Y4ZhGIZhTMMpCZ2EhAQhVC699FKf9cuWLcPixYvx+eefi4JZ0dHReOutt8Q2h8OBJ554Qggd2o/6v5CwUSDBVFBQII6fPHkyXnnlFezbt09sS0tLw5tvvonXXnsNixYtwtGjRzFt2jT/fHOGYRiGYQzPKVVGvuSSS8TzmjVrfNaThaZ79+5ISkoSry+77DJh4SE2b94syqIPHjxYvL777rvRv39/HDx4EI0aNRICh8RNREQEOnfuLCw3P/30E0aPHi2sOySqOnbsKI6laqMTJ07E/ffff9zPSMKKHnrICkSFhxiGYRiGMVfBQL+0gCDhQpYcEi/x8fFCqPTu3Vts27t3L1q3bq3uGxoaisaNG4v1kZGRyM3NRatWrdTttLxlyxb12HPPPddn25EjR1BWVgabzVblZ5k+fTo++eQTn3VDhw7FsGHD/PFVGYZhGIY5SzRv3rxuCB0SN2R1ue6662C1WoUgmTBhgthWXl6O8PBwn/3pNYkVeiiv9dvomKqOJasPcSKhM2LECBFHpOfQoUOiszC3gGAYhmGY+oG/PDF+ETpkQSHryy+//IKwsDDhtiIXE8XW0OvS0lKf/ek1CRVFrNBrRcTQMh1DVD62pKREPB9P5BDBwcHioYdcZyRyWOgwDMMwjLnwy51/165duOKKKxAbGytcU2TZ2bBhg9jWokULEVSsz7I6cOCAWB8VFSWsQfrte/bsQcuWLas8lrZRHNCJhA7DMAzDMEyNhI7L5YLdbhfmJLfbLZbpuUOHDvj1119RWFgoAn8XLFigxt307NlT7Dd//nwRJPzZZ5+hffv2IhCZoNRxWkeWm23btmHFihUiTZ0YMGCAyNTasWOHsObQfpSCzjAMwzAMUx0sEhXBqSaUCl450PfZZ5/F5ZdfjldffRWrV68WQoeEDKWUN2vWTK2j88ILLyAzM1OIoueffx7JycmqhefFF18UAocsPGPHjhUCR19H54MPPhBCiDKwnnzyyWNcUwzDMAzDMKctdBiGYRiGYeoTHJ3LMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxhYaHDMAzDMIxh8UuvK6buQtWoX375ZdGSg6pLUyfYcePGoUuXLqIYIxVr1BdgnDNnjmizYfaxIahS9+uvvy5aj1AxS9rWv39/mH1sJk2ahB9//FHdl4qEpqam4ptvvoHZx4a2UfHU5cuXg0qUXXDBBaLBceXGxmYcG6qQ/84772Dp0qWiyv7111+PBx54AGbipZdewsqVK0WhXLrO0vfv27ev2DZjxgzMnDlTdB6gNkoPPfQQLBZLbX9kY0AFAxnjUlZWJk2dOlU6fPiw5Ha7pSVLlkiXXnqpVFpaKi1YsEC6//77JbNyorHJzs6WBg0aJK1Zs0ZyOp1Sfn6+lJmZKZmFE41NZcaOHSt99NFHklk40dh88cUX0q233ip+LyUlJdKYMWOkd999VzILJxob+o2MGjVKKiwslHJzc6Xbb79d+v777yUzkZ6eLtntdrG8bds2qW/fvuK3smrVKnG9oWsMXXuGDRtmurE5k7DryuBQB/hRo0aJ2QN1b6c+YtTNPSMjA2bnRGPz5Zdf4uqrrxYz8sDAQMTExKBx48YwC9X93eTk5OD33383VQ+6E43NoUOHcP7554vfC1lxLrnkEuzduxdm4URjQy2Cbr31VmEdjYuLw8033yysymaC2iIpFnSy1pBlKzs7G4sXL8aQIUPENSYhIQG33XabWGc2a9eVV16Jiy++GDfddJOwfBF0/pDlq1+/frjmmmtq9N4sdEzG/v37UVRUhCZNmojXW7duFe6YoUOH4ttvv4WZ0Y8N9Wcj6ISjk496upEp3qxU/t0o/PTTT+jYsaOpROCJxobE8d9//428vDzxe/ntt9/Qu3dvmJXKvxt9xyFaNpMIVJg8eTIuvPBC3HHHHejVq5dogJ2eno7WrVur+9A6cpmbiVtvvVUIX+p7+cwzz+Dpp59GQUGBmGheccUVeOyxx2r83ix0TAT5henHc9dddyEiIgI9evQQcRW//PKLuJFPmzZN+M/NSOWxUWZZFG/x/fffo6ysDG+++SbMSOWx0UNjNGjQIJiVymNDN3Sy5pA4phmo1WrFDTfcADNSeWzI0jVr1ixx8yJL4Ndff43y8nKYDYrZImsFNasmEUyWHbq+6OO4aNlsY9PsONaupk2bipgligOsKSx0TAL9aOgEowsxmZaJRo0aISUlRZiYO3XqhOHDh4sZqNmoamxCQkKEmZROLpvNhpEjR2LNmjUwG1WNjQLNOGkmSrMtM1LV2NBsnWagFIxM5xLdsCgA12xUNTZ0DpGl4pZbbsHdd98thGBiYiLMCAngc889VwRtk0uPrjGlpaXqdlomN6DZmFyFtcsfsNAxARTFTzMrUskTJ048biQ/rTdbM/vjjU3Lli19xsmM2Q8n+92QNYcuShRzYTaONza7d+8WApkEDlkxKHZp48aNMBPHG5vQ0FCMHz9e/G7mz5+P6OhodOjQAWbG7XbjwIEDIjstLS3NZxJB1yCzMaEKa5c/YKFjAigdODc3V51tKqxduxb5+flieefOncKNpaQ6mn1sKNaC/MV0ESITPKV+9unTB2bieGOj3MyWLFliqiDk6oxN+/btxY2cfjPkeqBlf81K6/vYHD16VLis6LezZcsWTJ8+XVh2zALFbNE5Q24qsnj9+uuv2LRpE7p37y7cv3PnzhXXGxo7cvGZ1SVsrWTt8gdcR8fgHD58GPPmzROumMsuu0xdP2XKFJEtQ7E5dEFu2LChMBdSbIFZONHY0GxCMbHTRYmyrx555BGYhRONDV2YN2/eLG7mZhN/Jxubhx9+WNzgFQFIY3U6QZRGGhuyXtD1hmJ0KHidrDtmE4EU70e/D7Kck1uP6pi1bdtWPG688UbceeedQggOHjxYxKWYGbfX2uUPLJRj7pd3YhiGYRiGqYG1i6w35FGggGSKcaPMK7L6tWnTRhSipExYWvfdd9+JuFIqW1BdWOgwDMMwDFOrQocsn//++69q7aLg9UsvvVTUprr22mt99qeM4alTp1b7/VnoMAzDMAxjWDgYmWEYhmEYw8JCh2EYhmEYw8JCh2EYhmEYw8JCx8Bcf/31on8IwzAMw5gVFjoGZdu2baI4l1Kmn2EYhmHMCAsdg/Ljjz+KdvfnnXeeqM6qQP1DqEKpwr333qtup4qd//3vf3HJJZcISxCV4R4zZkytfH6GYRiG8QcsdAwIVfKljuSXX365aLhIZcerU0Xg448/FvUMFi1aJMq40zPDMAzD1GdY6BiQ9evXw+l04vzzzxfWmby8PPz5558nPW7ZsmUYMWKEaEhIXbup3xPDMAzD1GdY6BjUbUUCh0pkk2ihPk207mRQMznqeaWgX2YYhmGY+gg39TQYFGezYsUK0QGWupMT1LSTugj/5z//QWhoKOx2u7o/WXsU4uPjkZ2dLRruEVlZWbXwDRiGYRjGf7DQMRjkfoqKisL//vc/dR11w6XgYmqaRg3Sfv75Z+GiIitPZmamul+/fv3UJmpk3aEgZeo5wjAMwzD1FXZdGQwSL9dddx0SEhLUB7mgqCkabRs3bpx4pmZpO3fuRNeuXdVjR48eLVxdgwYNEtlXFMx8Kh1iGYZhGKauwU09mePy3nvvobCwEE899VRtfxSGYRiGqRFs0WFUjhw5IgoNkqtrx44dmD9/vqjFwzAMwzD1FY7RYVQoJX3ixIk4fPgwYmNjccstt6BPnz61/bEYhmEYpsaw64phGIZhGMPCriuGYRiGYQwLCx2GYRiGYQwLx+gYAIfDgZdffhkbNmwQvaqaN28u0si7dOkits+YMQMzZ84UQcaUev7QQw/BYrFg3759eOedd7B161bRC6tHjx544okn0KBBA3HcW2+9heXLlyM/Px8pKSl44IEHcNFFF9Xyt2UYhmGY6sMWHQPgdruFEPn000/x22+/4eabb8ajjz4qqiRTkcA5c+YIsTN79mxRLZmyqQgSRVQkcO7cuaK2DtXboWBkBZvNhilTpgix8/jjj+Ppp5/GwYMHa/GbMgzDMMypwcHIBmXAgAHCIvPFF1+gRYsWuOeee8T6hQsXisfUqVOPOSYjIwO33347Vq5cWeV7jhw5UlRY7t+//xn//AzDMAzjD9iiY0D279+PoqIi0b4hPT0drVu3Vre1atUKe/bsqfI46nBOoqgq6P3ouONtZxiGYZi6CAsdg1FRUSFcTHfddRciIiKE+4raOijQMjX5rAz1vHr//fdFHE5lKLbnueeeE20jKP6HYRiGYeoLLHQMhMvlwoQJE4QlZ9SoUWqcTWlpqboPLYeFhfkcRx3LH3zwQdx3330455xzjnnfyZMni3ge6n/FMAzDMPUJFjoGgawuZMmhbCoKKKZngiwwaWlp6n7kfmrZsqX6uqCgAGPGjMGQIUNwww03HPO+lJVFzT/ffPNNBAcHn6VvwzAMwzD+gYWOQZg0aRJyc3OF9SUwUKsaQJ3IKavqwIEDYvusWbPEOoKsNGTJoTYP5OqqzLRp00TWFmVe6d1fDMMwDFNf4KwrA0C9qa655hqEhIQgIEDTriRQunfvjunTp6t1dAYPHqzW0fnhhx+E9aeyK2vVqlXiuVevXggKCvIRTk8++SQGDhx4Fr8dwzAMw9QcFjoMwzAMwxgWdl0xDMMwDGNYWOgwDMMwDGNYWOgwDMMwDGNYWOgwDMMwDGNYWOgwDMMwDGNYWOgwDMMwDGNYWOgwDMMwDGNYWOgwDMMwDGNYWOgwDHPKbNq0SVTOpsehQ4dq++MwDMMcF622P8MwDCDaiVBbkRNx0UUXoVOnTmK5rjR7JfF13333ieUFCxYgJSWltj8SwzB1ABY6DMP40LZtW8THx4vlrKws8SDatGmjipqLL75Y9E1jGIap63CvK4ZhjsvHH3+MTz755BgrSVXWE2oQS41ik5OTMXr0aHz44YcoKSnBtddeiwceeADvv/++2DciIgIjRozAjTfeqP6d7OxsfPDBB1i3bh0KCgqQmJgoLEt33XWX2lR269atYp9du3ahvLxciEUJg1IAAAR0SURBVDESX48++igWLVqkfk49V199tfhcs2bNEvscOXIEpaWliIyMFA1vH3zwQaSmpop9Fy5ciOeee04sT548GZ999hkyMjLQs2dPsX758uWYNm0aKioqcPnll+Pxxx9XPxu58IhHHnkEO3fuxMqVK4UopO9IY0FNdBmGqR04RodhGL+Sk5MjhAJ1vidR8dVXX+H2229XRc7Ro0fx6quvIj09XexPwoYEDQkNEjDNmzcXguSjjz7CSy+9JPbxeDxCRGzcuFGIi2bNmgnBsWLFCrEvCSM6ToEEELnWGjduLF7/8ccfyMzMFOKIji0uLsZvv/2GMWPGwG63H/Mdnn32WTgcDvFYu3Yt7r33XrzyyisICQlBYWEhvv32W8yfP/+Y40iIbd68WXxP+l4kjL755pszONoMw5wMFjoMw/gVp9OJ9957D3PnzhUChCCRQYJnzpw5QiyQcCFBQMyePVuIHxIh8+bNE/uRqCDIQkTHFhUVCYFBfPHFF/jyyy/xyy+/CBHRokUL4UYbP368+hlef/11zJgxA/fcc494TRYlEjb09+mYKVOmiPX0d//+++9jvsPIkSOFmBkwYIB4TaKMxA99p27duqlWrcp07NhRCDYSdWQxIqZPn+7nEWYY5lTgGB2GYfxKVFSUKgaSkpKEmGjZsqXq9oqNjRVWmLy8PPF6+/bt4jk3N1e4hPSQZ33btm0YOHAgunTpgi1btmDIkCHCUkPv2adPH1WMnAgKribrUFpaGsrKysT76t1mlenbt694JjecPgCbaNSoEf766y/18+vp37+/6s6i5T///FN8r/z8fPG9GYY5+7DQYRjGr4SHh6vLVqv1mHVKvErl8EDaR+9+UggNDVXdQkuWLBEWGLKwLF26FD///LNwld1xxx3H/TwHDhwQ8TRkaaK/0b59e7hcLhHrQ5B16XjfQfn8BLmjTvT5GYapm7DQYRimVunQoQPWrFkjRMWkSZNUyw/F95C7qV+/fkJUkDWHApSVbC/al1xJZDUhoaMIIoJifRT+/fdfIXKId999V1iGfvrpJzz11FN+/y7Lli1Tg6xpmSCXHFtzGKb2YKHDMEytMmzYMBHYS2nsN9xwg7DqkMghlxdZXihzyu12i8BhsrRQ3A9ZVZRg5latWolncmeR24iOoX3J7XTbbbeJ7SSi6D3Gjh0r3GnkTjoT7NixQ2SZEUpa/p133nlG/hbDMNWDg5EZhqlVyNpBAbtkrYmOjsaePXtEJhQF844bN07sQ0KFRBBZe0hAkDuKhAxlc40aNUrsExMTI1xUJIQofoZie0jQUJbV008/LWJrSATRfko2l7+hoOdzzjlHpNXTd6Gg5uHDh5+Rv8UwTPXgOjoMwzCniVJHhzKzSLAxDFN3YIsOwzAMwzCGhYUOwzAMwzCGhV1XDMMwDMMYFrboMAzDMAxjWFjoMAzDMAxjWFjoMAzDMAxjWFjoMAzDMAxjWFjoMAzDMAxjWFjoMAzDMAxjWFjoMAzDMAxjWFjoMAzDMAwDo/L/BH/4hTT0kMQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = Chronos2Model(\n",
    "    input_chunk_length=30 * 24 * 4,\n",
    "    output_chunk_length=7 * 24 * 4,\n",
    ")\n",
    "model.fit(\n",
    "    series=train_energy,\n",
    "    future_covariates=ts_weather,\n",
    "    verbose=True,\n",
    ")\n",
    "pred_cov = model.predict(\n",
    "    n=7 * 24 * 4,\n",
    "    series=train_energy,\n",
    "    future_covariates=ts_weather,\n",
    ")\n",
    "val_energy.plot(label=\"actual\")\n",
    "pred_cov.plot(label=\"forecast with covariates\")\n",
    "pred.plot(label=\"forecast without covariates\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e3d38ca",
   "metadata": {},
   "source": [
    "With future covariates such as weather, we see that the forecast accuracy has improved on the 7-day horizon! Covariate support from Chronos-2 can be very useful when exogenous variables have a strong influence on the target series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c8fe6715",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE on validation set with covariates: 466.05\n"
     ]
    }
   ],
   "source": [
    "mae_cov = mae(val_energy, pred_cov)\n",
    "print(f\"MAE on validation set with covariates: {mae_cov:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9591d946",
   "metadata": {},
   "source": [
    "## Probabilistic Forecasting\n",
    "Here, we show how to perform probabilistic forecasting with Chronos-2 by using [`QuantileRegression`](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.sklearn.html#darts.utils.likelihood_models.sklearn.QuantileRegression) likelihood. The quantiles passed to `QuantileRegression` must be a subset of pre-trained quantiles supported by Chronos-2 (see \"Model Creation\" section above).\n",
    "\n",
    "Because sampling with large models like Chronos-2 can be computationally expensive, we here call `predict()` with `predict_likelihood_parameters=True` to obtain quantile estimates directly without sampling. However, if the forecast horizon is longer than `output_chunk_length` (i.e., auto-regressive forecasting is required), you must call `predict()` with a large enough `num_samples` value (e.g., 1000) to generate probabilistic forecasts via Monte Carlo sampling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "14a424fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fff6dd69ddea481097232ea71176c65e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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odNLd5g9QWCiWl4uA6nLh+5/R2j6lf1t0ywa64bxztHpPKJyJDuIou54IVBfnXcg55gtS85pe88XNp0yZMuLK1mgXg1LzjY2NSZ+fOXOm1mbGTNi6dSvr/1VZWcl6tYlAW5vrrrvOUJSN9wsT/xCaFI9Z4vM333xzSvf59ddfZ01c0fZjxowZO23tgfMO/dIWLlzImkCiDstYt4uebPiOaOuCBrMffvghpRvr+/x05cdr6dpV6+lb731Kx7z60S4VCt8ZQqEQK/pnnzJNeyy6deOQccbrsNNVC2fQ16dNYOfdkiVLmPkY1963lyyi8LuvK++VJNrYnzslPyyik6HJ7fS3VtL0J1+nuzfsOuGX0eCxbS3a7Rt2m0XFDjvrds+B1h4i0CIEQPXseLMy8cWIqD7HB6cv+vz0rKpMQTr233ELrVm9mt588032na+++uohBbtEfPTRR4b7YgGvNT1Kw1u2bVlmbVpyCV/96lcZwf3b3/425DkcH/S8Q1NSswIk5ze/+c1OX4eQJPwS4h8arIpA5XjxeVSLTxVAqNFG55BDDmHn2o9+9CP61re+RS+88MIOexqibcAPfvADOvzww8e83X//+9+MrEKd/Pjjj2nx4sWs3Q8m4XThnCdfpH2ef5fu3thAd6yrp8cbWllJhhtXq1meXwI0qosH+5QZ2mOHzZq+08adIDt33HEHrV+/nvUcjNVv1p773IQLq+FgEZ0M4IveAXqtVelhdOXKddT1JSvwhrDV8+rkjkyrI2vKqb6+nq0yAKwOxZYfwKJFi9i/6JkWU4kOsHkgd1YRydA4qCsyoZefpXijQvaWLVumHY8d4Stf+QpbLe+3336M9MwqzGOPR9asokvmTWOtMtBbDq95++23mdcHTfumTp3KJipMLIkNP9GeBV3Q0X4FjVTRuw7NcwF8xhFHHEHl5eVUVFTE9hMTlEiooFhMmjSJfWZtbS2bDLl6gd/5kksu0ZSJHQGhShQzS6YCgAhj9T9//ny67bbbmLKAPnpoQ4MO62hPMxygRCQqEJiEsX8cIzlOOwPICPZtZ5M2GhKjMbH4h2MvAr+D+Dy+60iB44ffA59z0kkn0W9/+1tDKA9hUXxPPA5yjRX7qaeeOsQDJgKff+eddzKShv1JhpFsF8cH2zj//PNZKyC8B/uZuNBJBXBuQgV+NpBcBX6kvpl+8NEaunn1Jvrrhgba2u9n/Rv5ub8robW1lf1rn6I0ywZ+efG3NOV8JMC1Ftu2JenCapfvXm5h53ijrctw/87125g8+GUBVk/dYSVsd3hNOXnsdtYvjWPOnDlM9heBiYwTnfjresdtyKVKu9exYcmFcWox/hwZQXUp0fJ7bNpxAOItyUM0OwL6vQFocouV8IrPjdkPV155JVMVpk2bxgzdmLxRIAwTCuRnKCNYmSF9H6QFKz10jsekj+a5mHDfeecdTQ2CSnHeeeexVR0mDkxiaMILEzkmY4SbMJE9/PDDjIS0tLSwfjnA448/zgjDRRddxCa3kQCKDSZD7Cf2CwCJAengEyZKwv/hD39gk+rmzZsZ0bn88stZP7yxYmfHaSQ466yz6KWXXmJqzB//+EcaDxCqQm9AEJazzz6bkUWEjHaGDz74gB1DfB+QOxR3S/R2vffee0NUGZxLIH/jwc62i6xBFK376U9/qj2P3xLvwXtTCYS4v/r6cvqws5ck2/Cdt/8pZIHaI2Hq+8tt5Pl0OQtH4vrZVdDeriw0HVOVecdpk2hOoTHDamfAWCw1KYZmYE2vRXS+9EBdk5vXbKI8h90QtgF++8UWWtXdR6dOrqHTJydPK96V8GyjbiI+plapxCkSndmzZzNvhggM8Jqi05I6RQckR9idjKNL8GnJAzuXfn/+859TXV0dfec73zE83tPTw8jhY//4OxXOWEK85zkmWSgwABSim266ia1S9913X/YYCBCUHmRxYQKHXwJKDYgKFBUA1VM5Ehv2IgMM6gAa8EIFQvgRK3xMVng/frelS5dqhnL8rlydGAmwyt9nn33YCp8THRQ6A8k688wz2X1xQobXA74meFzGSnRGcpxGAu6lOf744xkxmT5dXz2LwH4mGs3xOeeco3i1oIjB54Lj9+677zJigPAVCODOcPvttzN1FMSP/5bYhljNFmQU15UI3EedlUAgsNPO1sNhZ9uFJw8hsGSvWbt2LaV6cQmSI6L3JxeR3LydPtveRBd/spFlgYqIOV2U9/0raeC2GxhZFxW/XEcbVEani2y1SkmK2YV5LJlhNAAprfW6qXugnxVxXd2TO6Eri+ikAVhNnPfuKtq6Az/Jyy2d7C8YizHj164KTFDPNilSvkOS6PDqMjboJRId4N5772UTNQZpHuZgik6TTnQ2jdMAB2UlG+Cf2yXUwon37zxFE6tyTkASAeUBys7kxQdqRGe3PfQaGfC0oEcYJz4cWFnD8AzAS4FQ1XCfAckbZAsmUwyWmKiwTe6vQhNAmI1BDDDBQu3BRD8S9WFHnZVBFKAigSSB9OBzcBsAIYFigckRkyjUJ5hlsV8Ig4wWIzlOIwUUjAMOOIB5rf71r38lfQ0IzVVXXWV4TJz8RcM1Qrgul4vVUsJ3RnhwR8D5gHCVCJC3XCzbPx7wUDlH6M2XKN6wld3+/M3X6e3TTqP+SJQ+6e6jezc20FNq2QvAtfcB1NSkKz27AtpgRJ40hSR1Qbmw2BgqHSkmT5pEHdu2kG3eIpbliQQb9N4zOyyikwbcu6lhCMmxyTI9dNDu9NS2FnoQhmSXUtX2mlUbaH5RAe1ZpqQJ72r4uKuPtvkVX8reJQW0dOECNnnyKp0i0cEEhz8RUAJkfz8jBajmuWmcig7CR9mEmHknq8UQTz/9dDahXnHFFfTQQw9pK3sA4RmkhSYDCCMwOc9L3DXTZ9Mvae5beeaZZ5gqJIJPmDtbvSNs1dnZyZSCyZMns/dh4uTFCxG3B2kF+UDYBmGkW2+9lSk+w5GnnQHKDYgOlByoOgilYZIHEFKAkgSF65e//CVTPaC8IFyDfUpGdLASTawxFIlERnWcRgOoOjhGl112WdLnoaAhI2mkgDcJZA7fnV8r4wGuKe7Z4MB9hC3HquaMZLtQ9/CX7DUjVfxGAqQ9o04VR+CJhyj46D+0+ziOQIHTQQdWlrK/H192Od236ECS3B7WzXt7k+5F2VVCV455i7X7vCnwaIHr/aPt9UTzFA/lhn4/LXWbv5SDZUZOMVDr5apP9AaU8d4eCj7zOPX89P/oiJoK+nFVAXV/7TiKrFrBnu+LROmIVz6k+zbqsc9dCXesUwYVoLx+PfN2iCQHJldMVsOBr3Tjzds1M+9gFPlXuQnUu+GQ+/soPz+fhY3grYGKlTjgwyeAEEhiaI8rEQj1oE8WR4NgdsZzmKihvmBiFf8wYHHF4K233jJM/CJAMhBKgVIDDw6219GhNyIFMIlBxYFvBsoP/BafffYZew5qBFSg0QDKDRQcKDn3338/C79AdQLg8YBxGF4hhLjw3M5W3/DZ8KqwHGJm20iO02iA0N3JJ5/MftNUAPsKspboY0sGmIDh0xHx/vvvG+6DhL3yyiuGx0BSedhurNjZdnEuwCgvvga/Je6P97MNn9ncQW1qw+A9bVEKPnw/UUzPQORlLfhCAdi+rZ4iK5WMRiyolvt3rYSR1rY2ch9+rKGFzFiA0HQuJodYRCeFGIhE6ZvvKwM8sMDfRb0XnU6Bv/+FYls2GlaP/rtuo3g3DzgQ3fDZRuoRJsFd5Xhwf06lx0Wb/jU0mwYr1MFtAXr70Pfo2bIX6LnKF2n9TRsMkx7qbYg+na05cnElg8GM3N+n1UwRJ2UR/Wv6qeuJbjr0YKNXhhuToWRA0eFoEJREHLuf/OQnTB1ByjaySZAxhZAQT+FGZgyIJ1SU5cuXMyL6j3/8QwstIjyG+wiJYAKF2iSu+pHhg5Dj6tWrmTEYhl48D/UHwPeDsRem50SCtCPge8FbAnOwqPKBfICU4Tvg87BveM2OAJ8Rvtvf//539v1gzsX+juY4jRZQm2DuFkO0HAiTwc8i/vHJFyQRoUB4RPD9HnzwQbZfMEaPxBwLUoowFQzp+K4wRSeGreBnwrYRIkb4D54hqGf4HA6877DDDjO87/PPP2ekC21Jent72W2RMI5kuwjL3XPPPey44pyCMofzGFlYqQKyqThev/GaIc/jeMMjBaUJGXkASG74PaVGDPDy3L12mQKlwLZIjOzVSi+r/csKaaaarTlaTJgwwZBEMV4rQcYgfwmwefNmORaLpf1zHqtvlkv+/SL7W/j0m/JlV18DvVz7i0Qi8rvvvqvdl0pK5Yp/Pau959pP1su7El5qate+2/ffWyXbbDbD8ciT8uQ/L/6L/Ezp80P+1t64Xo7H4mw7kydPlj0nn61t64ltLXKu4uAX32Pfofhfz7FjcNxxxxme7+vrY4/Pts+RK22V2vF4+qxnDMeO//32t7+VX2hsk/OvuZXdv+rtFYbtxeNx+fe//708e/Zs2el0yhUVFfJRRx0lv/HGG9prVq1aJR955JGyz+eTCwoK5AMPPFDetGkTe+7jjz+WlyxZIns8HnnmzJnyo48+yn6P3/3ud+z5J554Qt57773lwsJCOS8vT95nn33kl19+Wdv2e++9Jy9atEh2u91s/0YD7LPdbpebmpoMj992221yTU2N7PV62Xf5+9//zrbd3d3Nnr///vvloqIiw3uuueYauaqqij1+ySWXyN/73vfkZcuWjeo4DYctW7awz1+5cqXh8Ysuuog9fu2112qP4TOT/Y74LGDFihXseGI/ccznzp0r33TTTXIwGBzxcbv33nvlCRMmsONz/PHHy7/5zW+GHI/XXntN3m233WSXyyVPmzaNHTMR2Gf8ziJwP9m+j2a7wB133CFPmjSJvWbp0qXy+++/L6cKwWhMnvifV9g1VnTPozJJxjEHf8ccc4zhvt/vl+vq6mSy29l7+DhzyhvGaymXMfM0ffy8ZfXGMW/n4Ycflm01ddq2zn93lZxOpGrelvA/2sWBQlZYYUL+TSfQ4uAZVcF48uA96e9XXWHIrsCKCP1GYFjkmL3v/tR76fWsi7XHbqOPvrI/1fn0UEQu4+pP1tOf1itVja8sddMVRxizV36W/3Pa33XAsO+fctEkmnnFDDrgqANoJbko/8fK6uzK+dPo8vnJM1rMjsX/e4uFlxDShNqHyqRiKnKkJ0IvnfEK0fKhNWe+a/821bfroUAeDnh+1Wo65VPl8dMmVdNd+yip+RYscNUNmWrI1NvVATXn2x8oal3o9Rdp8M6hBRyR0SbWgoJnB144TIWOeYuo4NrfaBXcVx2nhExzGZ9//jkt+dn15Dn7W+z+3XsvYBm/Y8GLL75IRx1zDBX/43/M2IzK7G8dlbqwYyIQ2kzFvG2FrlIEeG1eblZCUVUeF+1XXsIkUhGoCppY2Gzde+/QqRWKMSwYi9NvP9crT+Yy4KP5d73inbBJRPK6NdpzFbZKuqngZgPJcVe56eAVB1Ld6Yq8Cmy9exu9NPNV2sexL8XUwnq8nHsuAgNpp1oskhuREdrhiEfi9OFpK5KSHODPsb/Qa995w1BFFwbcLct1T0auV462YGGsCMXibHHFEX7vjaSvSzRDI8TH1/vRzz+l6AYl1b0hx/2AHH/84x9JqtTHVXQqHytY+DQWY72vALSygUXB7LCITooAlz9UGaCyYTOdduoptHLlSsNr4GVI7IUD1K76kFUMBnh7gFzH3zc3UoeaYXTSxGpa//FydlsiiX6efzUtdu6mvbbiiHI64I19yTfFR4vvXEgzrxDUmjjR/g0HIrBOslrEbl2OEp2mQIgG1V5dsZYmA9EJNATow5OXU+/Heu2PujNqaff7F5Pk1InP4L8D9PVF59GTTz6pPdawaRPzQAGoBGtmoLIzDNjJ/lDLxoyA92S4fRZ7VGUCuXj8MgWkirerC4nIquUU/eQjg/KJEghAojEdREdETCiKlytm2x1h5cqVZKsRiE7+2IkOr7AdXfc5+xdNmpFZa3ZY6eUpwj826watd26/lWIbjBVrAaQJI4yWiJ/98Ps06y8P0kBJBcsWgCm52GX+2gQ7Su8Us61+NGcKHfPyy+z2Ms/BNMMxk91uj7XT4X8/lOq+ql+EwIzLplPRbkW0/CxFXs7359Netj3oi9YmstdNYtWR0VbCkeZQZKqBVEwOrIggye6///4Uj8bpo9NX0MB6/flZP51B0y+ZRpJdIpvDRiu+ppPmTy78lCb8Xq+9BAPopAO+ws6dlmCYdUdHcz4zAqFcMdtFxI6y77IJ1HaCWTkZEls3mPH4wXDLTbe7Mj7u0hcJ4Q/eZv8iMw+lG9B/C2Z0XCsIh+yI6HC1gqvHYj+5XAOUqjVr1pD9AqU2U6nLOa65hRvio+tWk/vwY9jtDzp66KAqc167HBbRSQG2DAyyNgdASWCAupOQnP2c+9NerqUUfCZEdrJTjLWo1LF9+QfkPuI47eJaWm7+2gTDAT1QUEwKOKKmnIKb1rOsBnzvC0suIlJbOnm/7x5CcgDWCfrICtrzwd1pxTnKBL+fa39avXUTIzpQzj7p7qclOVZ7aIOgRGHViMqraFras7xHIzmeOg8t/tMCKjtQT/+sOqaSvtJxJH38jU+o9X9tFPPHqP2SLjrEdRi9Hn6VDd5z8ry0XK0Eu20wQLNHWd49U0isU5MLQFr3SFK7M4FcPH6ZwgqhEnJs41qtUSxvOQGP0v/+97+kZRo48Dt3NzYkXZzkIuAJ9RcWU1GRMp+Md8zUFR3divBBp/m9X7m1JDYp3mjVmydV1RtXB8BJnpPpqoKr6Uj3UXTQ5oPpzqK7aYlzL5aCyrEreFA4GgN6LZclpUWsmBywr2s/Kg4pK4KyA0rptF+cusPtlB9cRvY8RZlY6tybYp/rqftvJ/QPywVsEFIxY40NWu2Qjtf1MgMzfjLNQHJE8rfbXxZRyVJloIkNxOgn+ZfRUe6vsHRoMcXc7OErCxZSjbgs03vqYtMhxymGonZqgTuxFxlKVSRCVHRQ5yfWtC3p4iQXgTIKDqFQ4P4V4+vfhYrnCJPGW5vJplZ2/6izl2Jxc+c0WUQnBXhLmHS73tUNcNPs0+nn+dfQt3wXGV5fZ69jPpVlk5ZpVTox8XGsz/FVRJNQtA4ZZOhgDXzFrUidwPRLp+20m7XdY6fyQ5RJv9BWSJVf6P6ld9qVuiO5BHHQhDyOzsHIstr2N73ycfmy4Qt52b12pnJB9eE4wHUA8xzUOPVQVf2AfvwtWPgyAD4RriLX9HYywyyv+8KBCRp1oXZEdJYsWULxlmaS1feLi5NcBMZe1556VtQBleNvVMrDV/ImpUYUWmms7TN3g0+L6KQgBvp2mzLpeuQ4rXvpeXKSk36YdwndUfQnpmJwbIjqGQFOyUW9Pxqgoq5iVplVVHRyfRXROBjSjdY+N/MmFUlFtMihrCx803xUdtDIYrolS/ULc05HCTlDyiSe2JAvF8AJbLyvl1VFBtFZe/16CjYp36lk72LyTd6xUdBV6qJlH+kpr3Md81hIMC+onzNW5pWFLxuebNAzqQo26Q1CRaIDJGu0KlbuhqKDKsrxViVZYGO/n6lFuYpNXT3kWLwnu10uybS4xOgpW3fjBnp5zmvU8KDuMU0GZITKqmrDiY5/zSrteWRfmRkW0Rkn8ANzp3/fxx+SLU700/yrWJhKxPLwR/Sjvh/QGd2nUk9cjWnKRBt/s4n22msvkjvbSQ4Gdg1FRwhd1Xk9jOjs6VxCNkk53Wq+WrVTNYejeA89pjzbPpscnUoPG6zesJLIFWBf+YqTmx3LwmXU8E9FzXHk22m3u5X+MTuD3W2j2lOVOhgeyUMzHbPI0aOrihbRsfBlAhojP7RVISZOm0TRFe/tlOg4yDlsCw0kCXCFPRCL03ZBoc41fBazkaQmbRxd5CWbOu42Pd5Mry99izb9bjOF28P02Q9WMw8gCE9sMKYt4jve7KRtf2ugl2e/Rq/MfZ0G1g9oPex4iQzAr2bEmhUW0Ulh2Cq6ZhV91X0C7e3aR3usOdZE4d1DdOA/lJoxA/IA/bDve9rzbc+309Etx7ALj19cmKhw8e4KRKfGqyg68CRxVBxhbHOwIxQuKmCZR8Asx2yKNihhsFwzCmJlyMHVO++HPpY+D0z7wVTyThh5Q8XS/XWla6FjIUXaWlh3eGCrP7fldgsWRjsG8x5yX51QRS0bN2h99ERPDibuhcFF9Nei++ihkn/THMfcpL318CdmXuXSOJOIVmGK36+6nP07WD9In1z0KQ1uMo4TLU+3MsLz4SnLafWPP6fnyl+kD09aTqsv/ZyivVEKd4SZAs19T3JQH+cHIuaeryyiM07wsBVgX/MFneM7l92Oy3G6qu+n9K3eC6jwZ/m0YP/52us64h3018G7tfuFHxXRzQW3EDUp8iEUws05HBtuUkNXRU4HOWJR6mzvpD2dinzqKHJQ8ZKRO/8deQ7Kn6tkEE22T6bAho05GeIzGJGbGmiKfSqFnlEGZ8kh0cTzjM0jMShfdNFFLGUY6pfYUwgo3U8P/S1wLKS25maakq8QJZw7uSy3p6ISMM8OsbDrY+uArmAeVFHM+qqJak64O0yNjzXR2we/RxUPVVGNvZZ8ko+Ocx8/xGiLcgHIhIw16b65DX25OxZ3O3Wit0edogL3oFbXDoaH7g97aNsDyZtMY2F+9mHnsNtyQD8ufpMXVrSIzjiAyeTtdkXRiQ/00bKWqeSTlGZpL4dfok+iSmo0OlJjwhJLWT8rP0PzbplLNo/y2FznPJrRqjdaW5ejqwgcE67owIiM8uNzHXMp36bUoqg4tJzVhRkNePjKLtmpskWXSDflUDEvMZMOyt0P8n5EclAZbWpOqiZ3uVLwjwONGDFhIx0WZuMFCxYYns+b7iNS5/J5zvnUvL1ZKwSGooQ8TJZtoCAimlSOBP/5z39Yl3Y+USUCRlI0hTQbkFDASiJUVg4pCLrbbrvRddddp91HSQG8NvFPLDzIG72KfzfffHNK9xld5tEKAV3b0SgV59pIvmPiX2Jn9EcffZTmzJnDlJSFCxfSs88+O4TAX3PNNYxMoPnr4YcfPqSOzWghnuu+UJCiahgFykM8HKf3vvIhrbr4M+pfbfxtULICiycOtIHAd8J4LRYNFNXYXMNgvuLJkSMRml6ijKP9n+v+xsV3LaRjOo+iQ1YdRBO/NrR0AdR0nhDCsXtwd2a3INVqAQxYoatdF6t7+qknHNVKhx/i1DtMPx3UK9dCCsUADvOp+NiUb02ivZ9Yoj22tGNi0lVKLqEzFKGwalqr9bpZp+glzqXa85WjCFtxFO+pK0BT/Ir8CvSpxz7XiM7s1gKa7ZjNbufNzKMFt84b8nqkjGMy2G+//djAi9WmCAzIeXspxAar06d+/zSFGvQijZv6/dqAnytAzRNcI8k6hqMDOuqdoKu5WQGSg67hO8OFF17IyKv4J7b14EUKxee///3vp2w/UbT02GOPZUX0oBSiD9a3vvUteuGFF3b6XpSKEPeLmXdVoNs8UrjxG6Ea74knnsj+xE7x+J5/+MMfWMf5Dz74gPLy8ljvv6AQBhkP0ZG79VINcwrn0CvzXyf/BoGoCNZAt+SmPxfdxTJjC6QCmjVrFnsc192uELrCojNaqoyXju4OsqMXDyM6OuErWaKslhA2X/j7BbTPM0upaI8iRm5w+yttR9LSx5bQIZ8epL1n+0ONNGf6HM1TCliKzi6MV1v0i8q+Zi3Nccxhtxti22jfM5WUvr333lurWIq+RBzz58/XsopwYgGLOqtyvvS46M8B0cGKTvPnSETlhw6fPj0cChfpmQITwvr7+3NoItcGy2iEzho4wlAB2VFgJDGoYouJDUUWQWiwwg+FQvSDH/yAqQZYLR9wwAHUMVNPt6+z1dJ/zzmZIis/pL4rv0uHTqyht99+m1WB/dWvfsVWq1hBL168mB577DHD56Fy6nHHHcdk+4KCAjrwwAMZ0QI++ugjOuKII5jfoaioiJYtW2ZoiIgVOhSLSZMmMXWgtraW7SdXL5Deeskll2gKwI4Ak+PXvva1pOrCfffdx64lXDe33XYbUwswSWLV/t3vfndID7nE44kJVwQmd+wfx0iO086A3wz71tamGOaHg8/nY+RV/EussIzfQXwe33WkwPHD74HPOemkk+i3v/2tIZQHkoHvicdhvv3e975Hp556Kv3ud7/b6bZBRMX94sZU4Pbbb6ejjz6aLrvsMrbdG264galGvGktzhWoez//+c/phBNOoEWLFrFqxU1NTfTf//6XUkF0gmprFQc5aN/39qdIlxIeBiZ/cyLt9+I+NO9XyjjNgczYPxbdSQtqF2hERx7oZ413gbW9fq0XVi5hS08fSU5FKfapxmF8j77PFKKDGmXeSUZfYOk+JbT/S/swcoPbHN46r5YpO7g1QHt2LjEQnQGTEx2rMvI4IPalWrA6xkIrwBrXGjYwX3nllUxu5wN8b69euRMDEUf18VWsx1Flh7Haci6iUchQKIxHqZRKaZpD6TFTtHsRuSvco94memBx1IUEojMGA9zbh75H4bbMhnUwRJ7rDNHVP7WRvaWNdnfspoWfqo/Tya04YSA75O6772ZEA2rg5ZdfzkI7UDsmT57MVsYX/vFbdCfdTQW2Appmn4H1NgX+dR95v3YhXbjfXmwiweT9z3/+k01uOBehjJx77rlUUVHBSAvCRAcddBCb9F999VU24b7zzjuaGgSV4rzzzqM77riDDZKYHI855hgWbsBkjH3CBPnwww8zEoJGtqtWKWmnjz/+OCMM8BpBxRgJoAaALGA/sV8ASAxIB5+IEQKGKoDJGlWhQXRwfP785z+P+Tfa2XEaCaBmvPTSS0yNETvSjwUIVYEoYJw4++yzGVlMVPWSASoJjiG+D8gdQqBQVUW89957LGQkAqoKyN9IVDeoL1A/cMxxX9xuYmgR2+UkBkoSzg/xs0GeQWDx3jPPPJPGgmZ1cZXnsFOgS7ESwGjs7vFoGY0L71hANV+tZvcLFxRQdCBGK2//hPIGFAJZbiunAx8/mJqOaqaaasXLEtu6iWyL92RZtY2BEE3wDS02aGa8+Zlevbg4phC+vlV9FGwMapYASVV5RoK5N8ymt5cpGW01rbUkC61IzJ51ZRGdMaIrFNZK7kfrN9NXevcgnrF40Z0XsiZyib4KEVghc1QcWkbrrifyBYm8vWEKFLloS46GrrgRGfAE/HSgS5c8K4/Uv/No4Cx0kKvMSeHOCE0K6aGvsaSXg+QEmzPvX1ErsJO7ESpgjUZweUaZ4bVFRYxEgOBg1ez3++nOO+9kK3U0dQTuueceNqm+GHmBTomdSjU2Nd389K+Tc9GeJFXVMhUAjR4RbuBVmNHYEErPXXfdxSbwP/3pT+zzQFT46pxL+MChh+rhWADkC+rAG2+8wVQgqE7YR0xeeD8m5qVLlVAllEx8B65OjASoKYX+RFgocKLzyCOPMJLFJ0JxQobadeONNzKPy1iJDtSynR2nkYB7aY4//nhGTJLVbAGwn+hZJQKfc845iskTihiUEBw/hIPQwgBhIhDAnYGrKiAh/LfENkB4OEA2EDoXgft9fX2sjxYUrUSg2B5ILnqzgWiC4IJIgcRwsjPcdvE4f54/NtxrxgKtUKDXTX5V2YMvkGPuTXM0kgPYXDaacek0+k/kUbr9Z7fTrYW/pRJbKUmyxLKRJpyhWAiim9aRU61B80lXX84RnafeeodoprKoWjRR8d80Pa4fZ3gDR4PCBYXkneihQEOQfK15JAVDOZN1NWqig7YFWO2A1WPw+r//+z82ID399NNssEQqMQY2SKFiIznI41ihoPcGVn7XX389kwgBbAvbxeCJ90ICxsXKgW1joMeAj4H3Zz/7mUEyzQbE2gqODZtpN4cig/umeGn+yUM9FwAmBt5rBeEBjoL5BeQoc1C0M0q1HXbaVKRcvIh7YpWSq6ErW3c3HerSV281Jym/91gAVSfc2Us10VKS43FWG2IsoStX5egVpfEiGItTj0dZUeU367UnXBVGA/JwQBgpEomwSYYD5z8IRfuqNqJeIo9NXb1OV0hKZyjMPC2Dg4Ms9CQCIVQ0OgTg0cC5ONz11NraykINMK8iJIPiatgmCA5w2mmnsXAEiAGuWag9mOhHoj4MhwsuuIARBahIGA9AevA5uA2AkECxWLt2LZucoT5hDMF+IVwzWozkOI0UUDAQVrz66qvpX//6V9LXgNBcddVVhsfEyV9URaDKYdF08cUXs++M8OCO8MUXX7BwlQiQN5HojAVYmIn7BTMqQk633nqrQdXJNPoiUS1sAqLDQ5hi6njJXskz8DD/NMeb6aaBX9IvC35FLkm5Hh1PuphnJ7hZN0mv7Oql4yaYo9/ZSLGyvkEjOkcs2YMV/Gt+XOncLjklttAaLYqXFFOgoYVsERtNjlZTT47YCEY9GuEiRQwWFx/IC2TjJ598kq2KsIoAicGACLICIoTBDwMGnoN8jRUpVjMYCPiqBqsZNFyDnwPyJlY0cO5jtYZBCCsZSMGQ7LEdvO873/kOZdt0yzHBX6QVw6s9vXZYLwImBAzMGLyOPPJI7XG8vnivIup4vpNqW220abru9k+sZJlLoSv3i34tbBWuC1H+jJH7DBLhneKlnhW95CAbSTAu+nxjUnQOeFUvh54p/GHtVrruU2XQLG4OGKocjxfOIgcjOhrcCuHpCkVoQG0F8cwzzwxpBsknzGSrdxEIW3V2djKlANcf3oeJk/vN4JFZt24dIx9QmDAeYPLDomWsixEoNyA6UHKwiEIoDZM8z/7BggHXPxZHUD2gvCBcg31KRnSgQCR6LEAcOfjkuKPjNBpA1cExwjiZDFDQkOk0UiC0AzKH7z57tmJiHw8wLoPAisB9hC13dj4k7hd+851tl6t5/F88xhe5/D6y08YTtgJqvB72W+ZL+bTIuVgrZ5E3zLgDgo9z4/PoGuq6pIOqf682GA4S7evcj17eomTNAutyqJQFx4BDH19mVZZT13vdmpqN7NexjD9IDGl+QlGFZtpm0IeBQZK8PtObkUdNdEA+xAkaF2B7eztTcDhgSITy8umnnzKis2LFCjbocUMgBqXDDjuM+QMwsIDg3HLLLUwehckQUjEyALCKwUoE2+LmXaz2YH4cjuhgsBNNv3xQg9kwlegQZLsZQV0CrDq2Iulnrd5MdO8zU2na0a/R4QcqpjBx8C1dWsKITl0LHlOI0treAVpYZM4u1MNBM1HLMk38j1erKWT7mjTsb7CpkWjFeqJj9yESelMaIJrmHIEIRX3Kai7Vv2s6sEHoA1PZop+bjhLHsPvPzw08Dy8KFhZvvfWWVqwL5zT8O984+HwivXsISZGwpujM2WM+m6gxQYoKIge2jesNhlAsVJIRE5AMLDK4wgpFtqOjg+0f33d8BrJ48IfrEuEn+HQQfsF+Y4wYze+EkBvGEyg5WOgg/AI1C9vAd8a/IFO8XMO///1v7fvwP36fqxHI/BH3AUoWvi8ew6JqZ8dpRxA/D3/olwRV5YorrmCPi8cq2f2dAeZvfFd8j529D98FKd/i6+B/EfcTocHnnnvO8JoXX3yRPT6a/UJmFctQErYLwsvN6ACIEN8uiDLIDl6DxR6AhR98RRjrx3ItN/l1olPtcVHHwAAd7z6BZSLy8IyM/5I0ncT+4HwCkcd81HN0L71/9IeaQfnFzhdJikZJdjjYuJYLY414joXyCrT6z7UeF7W+oA8U1SdWjen75M3RSeME+0T6IBhgRGcgTWMxtimWZRkrxqQvY8WCcBIGRwxAyVYnuDi5nwCGQbGZGrJGUMwJj0OOxokmbgO3QZL4e3nMnz+HeO5wMvX999/P/AsiIHuffvrplEpsbNVb088aVFYn4ZIwdfo6qave2Fk7GJbokEvrqKtfCUM98BzRN47ooytO7ya3SqpDE5ULtlYIVS9vaKKlsjnqoYwUG9VJ3dcVIF9MURf+G3ycvjr7eK25p4hASKJll9VRR69ybE47aIB+dX4nJZ7bwRJBCQnGCFpOXziSdJtmw2dCA9LqVllLce0Md9JgffKVYldXFyMI/PvBkPqTn/yEPYaFBLwyWL0ee/yx1P2cLunEB/rJXlxKbYEg2wbShqGOYDGCCRjmYiw8sKg45ZRTWNgBxl5kwYCk4HoECYCJGOEoTAZQUPGZ+DwoK7h+sW3sG0zCCGdhRQ41APfxPAYnPI+QDBYtGCdAengG4s6AENgZZ5zBVGNMgvw4gASB5MHwi8kJ34V7c0DCYPjHeIIBkr8HiySkfcPMjFAUfCUYX/A4f83OjtOOwOv+wEfD+wDhWIIcwqOEhRv/HITYoHgvX77csA0cGyg9GDdx/KEI4bviPpQrLBJBCvC3I2Cswx/CjfBNgRyD1GDi4/sARQzkFfuI18LDg/o39957r/YakF/8bg8++CC7D08OiCFfcGIBirEW5wN/D8ZYGLKh1iN1HXMEvifq5vDXfP3rX2cWBnxXzAH4TZBJCFI8lmv5sw79eLgDfurY3kknedTfy0bkOsm5w+3i98IfXiOXyuSosFO0PUa7O/cgr+whqaOV5Oo62tI/SFu2btVaKJgduFYlNbWc4nEKtbVQ84tK2ArjT2BmYEzHO6KG4IGJ9omKIbmEqD+NYzEWelkhOsgmgiyLgQD+gcRQDbIXcEHiggJgcEtMj8R9kBX88fvic3hPsvdi4AGGIzrnn3++ZurjQCwZK+FUMEMOeQBSnZImVeRXtuve12VQvDiefpeoy1irih54qZCiUiH97WfK/XBBmOppu4HotNkcbKLJFfSEI9T7kVK5eEK7spYIySF6KPgvun7P6wxyNQDR4k9PEHUIoZdH38yn4w7Ip6/sTVQmFFDu27+Pmkg5OHkBG+GsCcRlmjBpEtlNPPhggtn2iVLfppTiVBbOJ1KjIZPmTyJfQnonBwgBfC7894dpGAoBrjtMwpiMMREtmrKYXqM3tPehYSgoY280zozBCDlhcYBsInjbYCTGZA+DK7aNP2RbISQMMoWJGaQFBAjPIcsLRl/cxzUE4y9ei/3D8zDcIgMMEx4IDxSip556SgtFQKnFhIqJDwsjsYHijoBtI0wDRQcKAT938DhMsSAu+IMCg4UX/IDYP3w/pEDjWufHDinrGKegAoFoYIxASA4qD3/Nzo7Tzn5jAPvIX4t/8TlYdGFb/HGQQHgZ8ScCoWwQEpA07Cf8STheGOThjQEJG0kYDZ8DKwA8kAiVgwyCeOB3E/cNXsEf//jHzOAOwgHijOOknUfxOBs3+XtwTLFfmMxwXkI5euihhwxKPl6LsR/EBr8NFrfIvBPD9DB9g9Rhn2BXgJ8JapJogB8NIoO4tpR0/vl1NdTfNo1lIQJFxxTSzP1GHiIEBo8L0Lb7t5NTctKeriX0adN2slfXUUiWyVVZzYqg5gLwO9kqlUiDOzhIdZ4arTBj4eJCmr5YsRSMFvJEmbb4trF+WJPdU0gOKQvbwbjMxpuR9jAcKVKlEknyOAsE4ALEigcnLICLFasFXDg83o1VAVYpuFA4sFpD/QasHBGagtmRkxhcLFhxYQDFRQ5Fh2dc4OLASgWG6JEaD+H7wUWYSqJz2Yov6N5NSpnw62+O0/R6orLfFdPeX9/b8LqV62Xa41vDH+JV90u0aLrEBssnKp8kJ3npgt9LFHNKNLswj947Wu9+bnZ83NVLh7+sSL+HvCXTN/8l09vht+jzw1YPqZMRCst01vUyPfFW8m0V+Ije/pNybIBYIEYvTHqZ9Ya69nuDtGm+cq5sOfFgKnJl15i+I7QHwzT7KYWIzIoF6YSLP6fFToUEHLntMNbiYjzAefNC3csUD8Vpa3QrXfH9HnIu2oM9t/XEg6nQxMfGQmYAMoNMNYyduxrEcfjFw5bS+0sfpGk9islx/qNzafKhehmPkaDj9U7W6wl4NfQK/fnkXvIcp5C5Jw/ekw6sHJkimW28tXwFnbBZiSxUdLfRy75l9NmPlHTz6ZdOo9lX6RGWsZToQJp6nOJ09ve/IMe8hezx5lMOI7fdZsrQ1bi3gBUaMq0AkBWsIiCFi6Y+SOBYmXFgVYX34HEY4LBaEJ/H6ounZia+F88hzjuW7IpUgjeRAwoGiHUkr12mmNliMZkaWmW68W8y7f1t2TB53/Y9I+O9+ynleTDhPk8f2eNENWq9McSFozkUFxZr/1S1K9+rZEExW9Ul4g//oSEkR1wMoDXUGdfKFAgp27F77eSbrPzmxUF9VWX2DuZiVdXioJ8KJUWmkp0y2X07z6gDIdzaPDxRxnnjmaAcj0p7Jcn9ujzWKZyjFizsihCLBVbKdprYqxCbrngXVe83+qwiNMu1eZVpcZ5jHsXbdIk9l7qYr+vUw+Wl8Ri1Pq8Xsaw6evTV6UXkz1IiLDaykTdoVPTNCtto436IzSJsBK8ATGWIwULi/fDDD1nsFbJyYv0IlAmHDIvsLBiFYTJE5UxOhhCPx2NIH4ecjIwNpGkCiHNDWkfaJD4fr4PpMdtAVotIdD6KfUh1E+uoq0+muV+TadJpMl19r0x8Hp4zieihayW65HSJep+TyKN6cx5+FT4VZSILFCjhOh6+isTlnKqnI2YmVKvX1dKj9h7CyIMhmW75l3HyPvkgoj9dYiSBa7cRHXO5zIgjUKCqOPlBnSD0mdztL7Z+yOvvpUKbkkUnFSgkZUcIR2Ta/ZsyTT1Dpnv/NzzZ8dYpRAcGTLvQPLQjZDTlmwHw7UG5TfaHsIYZgdDdcPss9qjKBHLx+GWinAXq3sWe7yanrCiYH0U/JLdn9BlzNqeNindXFiPV9hryBfRr1G/yWjEiNvXqCRDVJFHHG0oVf3eVixVuHQ+QYs5R3mNLWlrEbBi1bv7EE0+wmDgkcx6zRywdhkEQETEbChcl4t2IySJsBSKEcBSyMnCbA+/FdkBqoPDAA8C9LoibIzyGEBavo2OGfjedamaXIyKTJ0S0vbyBTei/eCBOG/TGtww/OZPolxdK5HIqF01hnkQnHCDTv18lQs3Bq+6RmdITKYkQtRLVCT6d9f1+mlk49rTsbBGdCUoldiqfMbTlw//eU743cOZhRL+6SKJJ6uJr43ai2x7RX/v6SqL7niW68Hiiot2KqPV/bYZVBDKvckXRcXV0ULGkZE3Zineu5rzxCdEXqr/vW7+W6ZvHJSdG6FPD4esOUUgs3jj6jhtpBYzN3H+XiJEalTMNGJ9hBE+GxNYNZjx+8C+JNc12FWAO2qgS+4k+LzXdpQ+8bzuGiYmPAMV7FVPXu4oiUhcpp8Ycqf4rYhvUJ58yb0zp8VE8oEQGKo6oGFU15GQo3VsnOhN6fKRanKlxMES7l+4CRAerBhjdkmG4xzng1k804HHAoAeiMxxQgAx/ZkKbKpkW+JUkGmkm0ZNvyXS70B7nsD2JfnCKRF89YOiJdc03JHrybZmCYcWQ+7NzZWivRGuh6Ogp5lAEjh3aVNaUQE8YwB6Ja+0sqmYb5eP1DTKd/QtdnTjvaImm1OjH57ffk+i33yN6/A2ZTrlaed2jr8l04fESFe2mTCr5fv34II3azNggkD9vQ7fWJsRdN3wNCyhYUAN/9c+RfQYPXQHF3TFwZdNK7Yl1anIByArCnxmQi8cvXWgNhrVigVPJRb0rFXKyKbqR2gqM9XxGAz7OAFWRIp3ojNBIbwY0RnTLw6Qt+kKo6ujxn8cF8wpYn6yYP0YzekvooxxQdKymnmNAJB5n/U+A0m6i5lgTFU0qohv+rk/gv/6ORC//zpaU5ADzpkj0f2oBU4Q2b3tEJvdEZfKr1FtoUZMJJ6tkCMfiWg2dkuYA2dRDkV+XZ1iBfee3ejhvep1CBpPhpIOIJqih5HdWK2EcPgDhmCcrUGhGbFBXnPkOO7nr9ZV4nuo3Soa/PElJSU53f/LwlVcgOhVdUs4cGwsWxgMUVOWo3KqTkOdCz1J+wdjrj4m99SrDepjH7EXxRDTZ9SSESSsUPUNySFR24PglF7StQb8wYEpvYU6MNxbRGQNaAyGSVUWhtIdoQ3QDVUzcm1asU55fOE0JV+0M3z5B0urF3PwgUdV+R2kqEUe3iQ1eIkByYmoCX1WzwmRQqMtVqSsXL31E9Kra+Bqp4y/8RiKnIzkRhH/lYLX6Pq6fj9YSuUpcFPVFcoboBKIx2uZXyM2swjyKtui/ZclMvTOwiHhcZqQ3Gd75LPnnoLMwR02PfrwbTbzCsmAhlWpp6WpFYY/JMXor/Oaour0nwjdZUEAiephmMEeIDhJYOj3q929uJu9WWWvi6chPTXvLgrkK0cmVsdgiOmMAOtlylHQTBVyDZK86TXvs7MOlEdUTmDFBop+dq9wGR3i5cSLFbXHK131k1B2O5lZFZMRtW5XwjKvcRTaHTVNzfnq3PoH/8UcSTa/b8TE6ZHf9+WfeU99bTlSWIxfXpoFB1rkc6FzzKfVv0X/YgqnKQJEIGLA3q/6mRPzgdpkZuXcUuprYm896gZn92FiwMF58IRKdT5QxeVNsEw3IA2Nq3cHhLHKSo1AZw2oipTmn6Kzp6CbZoSg65a36uFy6f+oMNDwxxEB0hHnRbLCIzhggxiJLe2T67uXfpRdW6BPXqUp/zxHhsrNgUlZu//ddiaQKYmZbm5pp1J3QzsKs4KZAYGq7Z4jS8Nlmoo/XK7d3m0l0+iE73+Zx++kp50+8qfzrqnXlzMUlZlytff1VqrLpfiXvRGOhQGTrvb5SptdUxQu4+WKJup+RqFYtcLqleWhKvph1BVTJFST3dJnWo2PBQqrwQUePNolNUbsbfBpZxf5F9enxgIevRKKTK4rO/z5WjgEwN6CPM5ycpALw6QDuCJFrQJmjWkw8FltEZwxg2SwqELoadLhYaIVP4lBqRgpkYB2u+lQa24kck4pZUCxvMHcVnZp225AJGIZijm8di5Ddzo9RZYlE+y3QlY6WTpmpF7i48gdk06sWItGItTSxkunJ5HGEq5Z9X6ZDfijT936vH6e95xEVF0j0t5/px+reZ4YqOqgxBPUMqLBVULy7U0svjyXp8WPBQq4D9bPW9Crl5mfE3ORTL7WGmMJ4ePuhZPhsk0zPvY9+Y8NfG7xmV17YnnOKzmctOsmbI3iMPLWpq+qcN033MeX3KnNUazA0pHmuWWARnTGgYUCQTLvRy0g3fp180OhT9/ZboL9nsFLxbuhEJ0c8OoKiw2voiCbZ/6pKBBQa1MwZKZYIzZrXNxDlT1Fizzx8hYJhZp3MDUbyzk6a5lDqS/nzBpg8LjY1Xb0l8d0y/e2Oi1jK8BF72ajG8wl79JUV6JWWJHylksoyWxnJaj8kHJYeoUv3l6kSMNouWNh1sbKrj53fwLQ2fTHYLSsDAxo/J8PmJpmWXiyz+lzoOTgceMdzlyCo50rW1VZhIT6lR19QeVNIdFwVLrK5FfpQ3KfMX8FY3LTlPiyiMwZsEbpRg+h82KAbvI7ZZ/TbgwqkbdulXGD5KpfCiZML1ZHhRwHsfYOUpyYXedT6LttaZW0iXzqXqKZ85GRwpqCOrd9OVDRdWaHw8BUM0FhJmBGiGbi6x0UeSRloOgsVxUUM6yXiyBnP04P//BvrSYRmkUcuW6D3c/uVTC98aCQ7vGcW0tfd/frx6BQKW2YDqIeFaukjARpHotcWb5KZCPROQj0tswFdz+HJQwo6+pCJQM8vcdI9+OCD2WsT/8TCgzhmic+jdlkqgSr2aKQJLwtqlYEc7gyPPPII+z6oSo+WOmJLn9FsF33b8B1RVmTvvfdmxWbHExaWPlJ6yQHd8W7WLihZTSGoDV//pVLSAxA9g4komKuEeZA9agtFc0rRaZP1MXNSi5qcIKFY4Nh9S4nAOemdqIxnFX1OQ8q/GWERnTFgq1qt2B6VqbyL6J2tyg9dVUq0+xhaiIjvWRlSLrA8IfOq16QsmQMDAC/Fnt+qdxPmoatn39dfe+y+o1O8Zk001uApnqQQHYMh2aTZRTzEKcdjNKtfL7s+55g5wxKdP18qUd/zEh2/xxbWJHK//fZjLU8OXGzsWXVfQgjLKzQH9Q3E2KAux2LUZfI6QyLQOBTtYNBINBHobYdWMGYoFjocQHLQzHJnuPDCCxl5Ff9QSDWxSKH4/Pe///2U7Sd6/6G6PBqtogch+mChezuaxA4H9DBEs2QQMlSvR8d4dB5HX8PRbPff//43I6vXXnst68yOXoeogj9aT81GQVUvqw8biE5FxdAWB7gevnubbMhcbOvWG7ImomCe7mdxheI55dHpVzOu4j3d5GlVxlt3pYtsrtRO99xnWNanh/fMuui0iM4ogQujIaiskis6FcbfEVMmoaOX0oi8J4moKVNIEvB8c17OpZiLPa5KWsNDwilaxtQYFC8j0SHyliux4dIufZuoyGlm07rc3UVTJL0D9oJj5htet2qj/l0O3YPo+989n01s27ZtYysnrH4PWBAi2vRDoverid720eN3HETvv6+vhFf5V9KxXUfT8vBH1P7kvdRzzrEUXbua2oMh1lkcXbC9Xi+bWB577DFjlsaaNXTcccexKr8FBQWsIzh6ygEfffQRHXHEEVReXk5FRUW0bNkyNkGJ1wMUC3Quxiq+traWdRvn6gW6KKOyOVcmdgSn08k6aCdTAdD6Bat/FB697bbbWJd0pBCjOvt3v/tdVpV9OKAq8Iknnmh4DJMw9k9sHriz47Qz4DfDvu1s0oYiAvIq/iVWWMbvID4/mnRpHD/8Hvick046ibXlEUN56NCO74nH0YoHzZXRhRzEZTj84x//YMcQRAf9B0Fo0Nkd3ek5WRjJdnF8QPTQ2R0V8vEe7Cd+37EmP9RuV86ruBynXrknaXHHG/6m1KdKxLk3yEnJTt70PJLVYmCesJQzlZFBxmIFyrnk7OmkUKsyNnpqUt91nS+uintlQ+kVMyI1SfVfIrQFwxTk9WLUwn4DduUwfmXvsZXWxgTwlb2VmHFH2EFBn0x5g1LOEJ1N4qDTJhkYP9Kh4SsBqsegeE2sJPK60Q+M6D0031W7fY81xfzQl97PmLzKP0cqLKa3rzuGTr5FeTx/jr5abO+R6bkP9KavM+qIbr/9dtYv7u6772ZEA+GcG2+8gkrDj1PXrPuJ3JMpuv1WOvKoo2nrlo1MpnepsvQDgftoxu5H0ravHUpSfj498Pvb6PNnn2YTCkI/UEbOPfdctuoFaUGY6KCDDmKTPnrKYcJ95513WC87rlKcd955dMcdd7AJAZMYetNt2LCBTcYIN2EiQ9VzkJCWlhZatUrJ+kAzVxCGiy66iE1uIwEUG0yG2E/sFwASA9LBJ0y0WkHjYEyqmzdvZkQHbWOgMowVIDn//Oc/hz1OI8FZZ51FL730ElNjRKVjLECoCm1yQFjOPvtsRhYdjp0P1x988AE7hvg+ICboTQj1RMR7771Hhx9+uOExqCogf8MBvQoTGymDEKI5M8gsyPjOtos+hytWrGAEiQO/Jd6D946lWGCBw05V3V4iO1Gv3Ms6aouKTn2LTCf/XNYyPhPxr5fxJ9N5R8t092V6mx6oH7HKKDlanJQXslNPjig6qwUjcslgmCieeiNyYuuZYr2PMLWYVNGxiM64OnQr/w7YnOSwEx25dOzbPelASTOZ9nk8lO8PCW0OIjmTcTWzQ0k7dBY7WAO5t1YpJAX4yj6jV7zw+uP2k+nR1xSp+bnVDsobB9EB+RA7HmcCktNJoSJFPHUUKceF46//I80z8K3jiOx2iSknIBEgOFjNo8fbnXfeyVbq4ZJjmEeHZt5N/R9No6tu+Cvd+bvLyV2pEJ1zvF+nzz0+aqyuJTkSpv/d+Ud6/ZVXaN9992XPYzX+9ttvs5YtmMDhl8DngahAUQFmzZql7R96y4kA+YI6gMa7UIGgOmEfMVnh/ZiYly5VLgQQMHwHrk6MBFjl77PPPmyFz4kOvCEgWfBeAOKEjAkW7WOgNIyV6GASR0NMNCke7jiNBNxLg3Y1ICaJzY05sJ/oWSUCn4PQEABFDD4XHL93332XEQOEr0AAdwaQZPQMBPHjvyW2AcLDATJaVWVszYL7fX19rI8WCEwiQFjwnaCOITSFMCJIL4B9w++ws+12d3dTLBZL+pq1a9W01REgGItRg1+55uscNiq1KQkcPXEl3ZyrY/c8LdNFtxrVmqu+RnT52RJd+GuZHnlNf/xvzxPtNoPoR6frjzmnOklu0RWdwVic4rJMthHUSMsWXlvzhXZ7iqz/jp40EB1niXMI0WkNmDNUbhGdMZpugcp2mQI2O0VtNvrqPkQlBWO/AHgaNdDl9lFxrz4Zm7k+QWIp9pntaj+quQVs4P90kz7Q7DNvbMfnwuMkLT39+RUSHS+FqLTbPSaPThVvG5+BNiEdKkGVgwEq7cNAI1PBnHxDCOehl/Xj8/2Tkx8fhJEikQjtv//+5OURDpuTqGAveuUtZWBzVyjHY6ZjJnX7lQE/3tJE4UCAhZ5EYGW9++5K2Wl4KRCq4iQnEa2trfTzn/+cmUwRksFENTg4yAgOcNpppzGzMYgBJlioPZjoR6I+DIcLLriATapQkUCSQHrwObgNgJBAscDkiEkU6lMwGGT7lag6jASYtPHeHR2nkQKE4IADDqCrr76a/vWvfyV9DQjNVVddZXhMnPxFw/WiRYtYU2Q0PsZ33lkhvC+++IKFq0SAvIlEZyyAIofzEOQW5yLIxA9/+EMWtoQqk2mPJL9qysMRckrKNd0tK/WjcH1ByUkkObwaPUp6/Pt6/BtnCw2Oa++X6YQDiKbWSlqtmL73+lnTZg6oOvlO806by+sbiIpr2e15Tr2jr6c2dUZkDkee4s0p1m2ZpvXomPcXMyk29AlhmhaiPrWnyJmHjY/loyVCUT5R7wBRi+Sj0h5dsjBzszRD1/J4nGrUXnqY0IFVAtFZlHyBOyISCG6AiCGMu0c6wlTa4yYpLpNsk0al6Lx6xBjS4saAF5ra6ay3lZTw/KdfpRteVep65M/Ww1Zr62XNiLzPfH2A3VltIcjsWIEC/NDzQcdDHqoazNMIFvDMM88MaQbJJ8xkq3cRCFt1dnYypQCZNngfJk6QAAAemXXr1jHygbANwkjIxoHiMxx52hmg3IDoQMmBqoNQGiZ5nuGEyfY73/kO/fKXv2SqB5QXhGuwT8mIDibiRB8GJmsO7u/Z0XEaDaDq4BhddtllSZ+HgoaMpJEC3iSQOXz32bOFegtjBNQ1EFgRuA/yMtz5APIAPw6ULyg3CA+98sor7DmQ3JFsF+oe/pK9ZqSKX+Jis7ADF4Cyzx3xDnZsQbZfUS49A+APnFCpX2PXXyDRy8tl2tqiX0vn3yzTa7cr33f6smm08t5V5Bbm7gGTE5313X0a0VlgQwhPGQPGoujgmtmRrw6NPYcoOiYlOpYZeZRY3z9gIDqtTuUiG6455UiBE2rmBOX2tpiHSpRF+ZAChWYDLgae6unu7GfF/Hh6JlZVfMWE62XB1LF9Rp5XounKtUtrthJFXBFyxIgK+83b+LRd8AGV9+sTfv5s3VQqZqOdumz4AQUhEKzqMeEDD/zMRqUFEaL+5eS3zxvy+gkDiuxjnzCZbC4XU18wsYp/IChcMXjrrbcME78IfCZCKZg84MHBxN/RobamV4FJDCoOfDNQfuC3+OwzJb0F+w0VaDSAcgMFB0rO/fffz8IvUJ0AeDxgHEbYBCEuPNfUNEzPDBWYlBFeEQElSwyX4Xvt6DiNBgjdnXzyyXTllVdSKoB9BVkbSQd1mIDh0xHx/vvvD1F4OEnhAEnlYbsdAUQFZBC/60MPPcTewz0xO9su3rPnnnsaXoPfEvdH8tnJPIH5jfp4PG3pNJYRBmIlZjJWFBM9eLXE/kTUlku09p8SNT0u0dQa5bE3PiF68m3ldqHaz4nXNAN6TO6XbIvr33FuUO+n5xkF0cGY/u3fxKn8eJm+dUucnnhTpkCS1jMO1S+JSv52NQW/xQpd7RrQJvWgzKoif1zkpflTlZX2eAEj6vK1RO0Oj6HNQaY9JaNBUyDEVjlAaRNWD+rgMDuPTr1JNny3fN/YjxEapW5sVBp8hlGoyq/4dHqLFN8Nuqe77Obh7ahKzFE9oJMbUdERa+HAvzQckHEDBQMKARQM+GCcm28hig/SQMEF1KtWieaoCOaRFI8ReX1Ud4piZMWEgpBKb28vIy+YDKDWIDMGISKoKPCCYEWMiRGTNdQDGHORcbNkyRIWJsI+iKt++IZAZKA6QE2BoRfPQ/0B4N2AsRfbB5lA9tZIAIUG5AahmCuuuEJ7HOQDpAz7DHKF7wID8Y4AnxFUpr///e9sQsU+YkLkYSkQq5/85Cc7PE6jBdQmEMNkITyEyaCKiMCxKSkpYSQRRAU+GOwX7mO/YIzG8zsDSClCnEhzP+GEE1hqd2LYCn4mmKXh40GYECZ0qGdQtDjw/BNPPKGREpBbGMJhWkeYEAT00UcfZcrdaLaLsByOJ84nnGMIe8KDhiyssXgC8zeD6ChEa+HBC2jCBGW1uHqLfk28eYdEcyYnH3vcLolqyol+9z2iE69S3vPvV2U68UCJPGoLmwIhoa/TxOUaoPoFCoqYeiEFA+RtjFHvGIjO+gaiu55Sbt/7jFKNfdlupCldiYoOHvH0BMlflW8pOrsCQrE4bVW7Ude0KanlLS4v7WUsizJmgAwAnQ43W0U4w7LpQ1di4a4JzfpFsCqcz1ZHHFefNz4iKIa9Ai4lnMANybIJ3f7IzuOY7NdTewtUooNsqzfUljQTKojm6tnnw4ZDTjnlFJZ+DaMqBTcRLXgOjkA2MInAeekaVM5T3xnnMb8IQj9Y7cNHg4kHGUsA6tZgQkL4BqZbrLjvueceLex07733MhMpPhOfjYlUVBZgTMbrMblCHUII6+mnn2bbBZCBhJALVKlk9U2GA8gGiBbI1de//nXtcWRxwZSLMMqCBQvowQcf1MJaO/LN4BhgAt5rr71YJpm4TQAZTjs6TqMFlCZM9iAFicDxQo0k8Q8ZW5zwwBiO3wJECYQJRAcm8JEAKhe2j1AjjtWLL77IPFYi8J3w3aC24DVQx2COxnHiALHhJQY4UN8IBAW/NUoSQL3jxvORbveMM85gJOyaa65hxQehVoGIJRqUR1qFvWiTWp0UdGeucn7FYjJ9qHpy0UeQj6s7wjH7wmOpK63hiEx2t42kEokK+3XSxH13ZsSGzVtIKleOQf7gAIWa9DHRUzOyEOz2NpnmnDtUvcFY/r93jY858vX6Ob7esFbgNmDC7DRJNmtzihQChaywwhyvaQ6T+j7PK7/2vh/J9H/3yfTrCQto72/X0C3fGT9n/NtzMn3jVzJNDg7Qnze9Rz++XqLWSokKnQ7aetIIumBmAX/fvJ1+tFwZVc78p5+Oe8dLQU+QbjvxeK0419+vkuhrR42P6PzndZlOvUY5VW/pe4UWNMTpH6dJ9MKhynafOWQJ7Vux8xVvpnDR+5/RY9uUVftPf95G8zvLyZZvo6O2Hs5WRb94QKZr71O+z6WnE/32e6M7f277t0w//pNav+THEl18gkSrr1xD2+7Zzh777jWd1FdTQUhyaz3lcLKPob6ThV0DUN2QqdbTI8TDcxjzn36Tqdzlbidd/MOVNLdfCd/u++5SKpldQv94QamADByyO9Grt4/s2jr3hjg9+JJy+6XbJDp8iUSvHPA6vVgconu+rmzjN3vMoQtmjD6cmQnc+/QzdFlAMWZP72mjm39fS6HWMOuDd/i6kc0f194Xp1/soEj2a7dLdPDuahbatgC9vrvSbfnqC9ppy14KWf34mP1pSv7okwKSAQprKszulqIzCmxT1RygQrUptDh9VF6cmkmEe3S4wZn7dMCSB0xaHVlMfa8aUKTeWJ1bIznzphCdbSytMSYsFBSdPruy9CozFA00l+rVLkjcU/1KuMY308tIDmoL/ekJZd9xDf/g1LH0R9Nvv/Wpsi1vjR5ScvcqxwP9gDpV47AFC7kOsQr71DwvuXqViR31c4qmKlXTUReH45pvjPza+ur++mufekfZhm+CV/MCJoakzYYV25RFDjDNncdITqIvMLHv13m/jNO/X9GPV70xojoEZ10vU6s67vIECKCgN27qNhAW0Rkr0elUw0ouL5UZi5qOGTNUotOvEp1c8OmIptsiPiBw5zAujMMkVhtmvMAmUTgQaJULhxwfsxGdDvW42KJRZtYDiubxgVipCQScuoxocvXoj88es/Tj8danyr9iLxtvdyhpGC3bQFfp/Pz8pH/I6DEj4D0Zbp/FHlWZQC4ev3TVMVv/1htUKylxKb93gBX5i0RlevtTveI8vCUjxdF7E/GEKh6mKZhSYKhSb+aaZpvV1kTATHWMBPJn6b5A+PmuuRdG4zhNP1Omv79A9PWbcMxk+sZNcS2bE3jvTonWPShR/aMSG2+Ali6i798uGzw6QFGfnHROMAssM/IosE0tUsXbP/TYndTvcFG5Mn+NG8gOQHXc/kEbDdpsVNqjnzzw6cwsHHkZ+ExBNOdx014HTJNqX8Y5O/GejBQgS/OnysysvSVakKTflbmIIF/5uQZCJKnpr8jiQKT4tkf03/XSM8ZGAlHBda85Mr25Ck1Tibr7ZQPRyevWFUAYBBeoJvFsA54NFI9LhmSNGM0A+IxgVk6GxNYNZjx+KPKHv10BYuuH/s82kFdazG7bJitr9hXriPh8f/DuRvPszoD6OvvMk9nCYUszUWevzBSdghxRdLpQHlrFhC4oXZEhldh//CeZGYxFIJHswO8ZHSx2u9KAmRd4fe5Wonlfl6mzV/EwYRxD93LJLpEck6lwQD/OXSZUkC2iMwrUC4pOeSfRdneeVgMnFcBFOaNOppUbiHrtbirtwedJ5lZ0hAufS7zrJJ2QzZmUus9C5hWITqfDY2pFB9VTuWnR14d/vVrG1cr1RGu26OGnvcdYRBFASiyIDtDUQTSpWic6Rd2yKRWdxDo1uQCYr0eS2p0J5OLxS5eiU9mmm14n7qP4Zl5fqb/24N1Gf22hRQ1XSDEOzy5xJWRdmVfRGbDpRKesSQgrzVGIDgzWiSRnOFQWG6vYI6t477kyIzmYBls6iWrKJabqRPuiVOzXP6/LhMfICl2NEGCwnzUptThQqA5dyznRSZWiIzax7HM4c6KWDr/wbdE4+VQeuHwwX/OfjCTjYaRYOE1tieFUJvSSXiIpJpuO6KA3WUz1+BcKxbRAdFYIPXdOP2R8Ib1aIVMbREdUdMp79DVMm0lJsgULo4WYvjyhRze8TtxXifu//olO8GFEHi12n6VfkyA6jgI7Cz07IrLpFZ2A2nMRyBfS6/NVj86LH418W5VJ8jrEsXzD9oTqyH79s7tMWGvIIjojBNJsN6LqpGoSRsG6Blfqic78qZJmSDZ6dMwzkYvgFz7kXex5rDhKn7cpJ/3kKiKPW0qposM+U1V0kEZd0BcddRuIzBYLVMySQVuQlWFfuUEfgEbb4DQRtWWSgeig90xMUla51f26MbnFRIqOBQvjgaiozBzUqymjXQNSo19ari8CuOdxNBCvyTc+kcmR72DjGld12k1WxkJE0KWMi3I0SvYvlPHQVeZk7WEeeVWm46/Ux55TDybqfkYatohrVTKiM0Efb1DTDLDzJssDTlOrXhbRGSFeefsdshUVa/4coMGdxyr+Fush0HGDn3h9dpdR0THhqhwqFyc6xWqM1lHnpu5+vT5MKsFr6WDlElCvudKuuHZxmaV+g6FYoEo4enzdLDT5yQb9dYtH3gVg54pOpxL6DLoVWW1Cv35Stpl4cLZgYSwmf2DRoDJYInyC+lRo3xBXk3+OWjo6fw7H/ClEdeq4hTBNsxqSKRzQ1QqzVmSJeJSxRurvp2ir7s+JRmX67u+EnoPzif59nUTFBRI9/5vkxyjZUMqzgoEN242G5NJBXU3uNqFHxyI6I8SWXt2RxokOQlcoMpWKrCIOVFnmoSs0S7OpoRkzKjpIe48gf1lVdADXZL04HrIeUgnEiWHWBrrUgnYVXXps2CyFFUVPDC825i9WUjdWq/6cKdXobTa+84YPyEBju/I5YV/Y0AYicX8sWMhlaIuISIQmRBSmX7xHETV0EL28XA+73PDNsV1bDodE3ztJeS/4zFvr7YbxDcNxrwlLfYB8xX3K4sbtDxkyrt5bA2O1/trHfiFp/pu6ColW3KOPqxwotJgI0W/5/IfKZ/KigWLoylJ0chhN4ajBiBySbNTu9FDdyCrajyqNGicZFB2EZor6zKvotCZLLa9JH9EBqtXEkk6ncmVW9OhEp9EkPqaOJAbtcHmI+gdl4kkj0/QM/DGjVji+CF0BsQJlSesJcwu0pehY2HXAszwdfYNqmgZR8Z5F9Mir+mt+cIrEJvCxQuxbuK7DqOiY1aeDRSep7UYK/II/Z04+/e9d/T6KtyYemz1mS9T5P4k2PqQTHhzDREypQaanchvKNKpPI7QHOOJE8uCg5lE0GyyiMwKAuXZJdkMNnUaXj+KSRJNGXrl8RIA6BILQ5VC8HeinxX0f6OdkJrQI5IuH2XqFpQGa5qUanDy1O5TPEVPwzaJ6iR4dTnSkakkjI6kigdVlSrNUYLPas9JRLmRbhGOmLeBlwcLYQuVqNmO/vvAsXFxIr35s9J+MB2I7ltWtqqJjIDrmm8jFMafUb8y4elst3sprBSWD0yHR9DqJvviHRGv+LtFX9kk+dn/7BP3x/7whk6tMmacAm9rw2lJ0chTt7e0ULykzhK54xlWqiQ5XLbodbgPRwWVstoZp4v4UqwWj2tU4cboUHb5NnnllxqKKyVLuXdUuA9ER/TVjBQYnbtD+dBNRT79M3hq9eZ/Pb+7+MxYsjAYIGUVVf0zRgD515c9VwjM8bMUzV8cKNB+erPqcVzUqioXY78qMjT2bVJIhJkAAnuk++ljN9Jxeh1ptO158Qu2ZN2X413x1fyWbFnj6HSJXhf5ZzoGg1uE9ploazAKL6IwA27dvJ1tlddIaOpMqU69awPGupVALE7nZwlcisShWCVmjLUNERyWComHbLERHVLrgswK8dR5qVr1dQI2QMTUeHKxWfsX4j5VbwUS9MKBXbbSXSL4sWMhFiCGjigFlgrX77FQv+ahnQK9NNRYTcjJTMtAVsBE5JKOiY0KFtKFHHWhA9vq8WsbV2j438d3de+74Pwftjvadr9xeu41o0KsTHfeA8kGgOD0Rc6k6FtEZKdGpUIgOzMGoyLvd7UurotOlKTrG6sjmVXSIZLdMWwPONHt0lEGsw+kxPdHBuQJFJyJHqHRyqVHRSdGxWSYURXtvjUxl0/QNe7v042E2NdCChdFCJBiVAz7Ng/LJZv0a2GccBThFoEefBq/DUB3ZjKGZxj59B8t7nFrdLjHLc685qTk2Yn2i+qBOdLwDMdMWDbSIzghDV7bKKi2UZI/rNXTSQnTKlH5XEUnSQldAs0nMtsN5dFwTnLR6i3IxQd5E5d50h66KkU2gyqRmIYItKqmAkRyG8s54J1VUVVCT2h8tVaGrRD8BGvJVzdYr+OZ16oONlXllIdchemMKB2StGN5GNdU5lZXYeT0zIOK0J5iRzTUOAy1C1X4eLvdN89HWFv3YjDekx7F0rn5svujVF7b56m8CdJrMkGwRnRGgsaubbPmFWtiKPaaGrtIxmVeVSCRLEvPpGGvpmGMiT6ro9BIVziimNVuV+7MnEvk8UtpDV3D7+/ojplF0IvG4ZgzkJLUj3kHl5eXU2E4pV7smCp0JGtqISqbqlb4KOnTzulUd2UKuI1k2Y970PNrUpL9mLEUCk2GesIAI2OyGDuZimMgsaBPmBo3oTAbR0V8zJUVzFc+8Ala06vVzCv06neg2WajcIjojQL3QX6Wig6jb5aaQzc4KBaZqZZ4shRrhKzOabTlaA8rJ7AnI5I4QhcryWIM4YLdxVv0dDpwg9DjcLOsNKOpWJvTWQIiivGJYlgDlhK9rmNoEUhbvoIqKClq1SbmP8gEiQRmvcRK1nDjRcVe6KU7KMSjt0ImmVR3Zwq5EdLhnJm+6T6vSm6qyDcBcIXTVJzu0Mh/Atl7zEZ3WZERnitdAdCanKPpQXYYUdeX2x2166KrEb97qyKMmOr/85S/pqKOOomXLltEZZ5xBb775pvbcAw88QIcffjgdeuihdPvttxsqSK5Zs4bOPPNM2n///emiiy6i5uZmvXR1MEhXX301HXTQQXTsscfS888LveLh7n76aTrmmGPYZ15//fUUybDRqUks6d9F1GJX/CELpqXG+JaIKo3ouFg/J20/TEZ02oNBw4XV7NCNyLvPTP1xEYkOSA43wpX3KJ8VN0GIRiSj/LfrIfQMKaF125T7u80gcrtSd3x4+HQ7FCObRAGHQsyrevTfw6qlY2FXVHTyZ+bRJpXoYPL1pqjlTIFPLx3SFVH6XblDsragMhvE1hQa0ZnkZV3YeTZanjd1Yw4Ue2DboFNjEWV+l2n7XY2a6JxzzjmMeLzxxht0zTXXMILS09NDb7/9Nj366KOM7DzyyCP07rvv0pNPPsneEw6H6fLLL2dE59VXX6XFixez93HcddddbBvPPvss3XzzzXTLLbfQ1q1KDGTjxo1022230a233krPPPMMtba20l//+lfKJMR4Y3GvTG2qEXa4PiGpVHRcET32aZY6MTxE0xdVlAMev948qJ/omMzTgdJCpFUrt6GsARVCnDjbqpfRt6T8bhFPmJavEw2Tqf1Mrg6hZlhrF1E0P5akDYSl6FjYdczIfDKPVnqpvUcvtppK8PG9X1b6XXFVp9dcmdMMvWoFfUcoxoqFAvZar5YAMUVPGk4JZk/SF5xSkTLuV/i9pjUj63WbR4gpU3RND2pGNBplZl2QlJNOOokmTFCCpOeeey4jRCeeeCKtWLGCnE4nuw1885vfpMMOO4waGxuprq6OvRfkJj8/nxYuXMiUmxdeeIEuvvhipu5AIZo/X8lpu+CCC+i6666j73znO0n3D6QKfyKgAMXHEdLoU08ioMBPtM3p1VIQx7Pd4VChNgnt4rVieogG8hUzcjQWI1saVKTRol2Y0LmMvKZHJzqLp6PvjJw2IogwTZvdQxOpj8oMXd4DtDuP5WQBnYJRkQ/G8fw4vb9GPxZ7zU3teSP2FIP50FHigIxEpX4nSbLM/F5YhabjXLVgIVuhq3hRnBq69bU6JvNUnuMgOuh31e9QFlIgOm0VRCGHiwKRKLnt5nF++G1qVWRW70diPahaYg5WdgKAOpXKYzNT6GQezneRsztMNYP5hlpDqfg8bMPGC/dkkugAUF1AYkKhEAtFzZgxg7Zs2cJCWhx4bNMmxZSwefNmmjlTN214PB5GiPB4QUEBdXZ2steL7/3000+19y5dutTwXEtLCw0ODpLPl9Cgg4juv/9+uueeewyPnXbaaXT66afTWNErVCTOHyBN0SnztlB9fXoUBJ97opZijlo62yYgTVmmVZs2UymXNLKIDYNDJ/SPWpT9qimNkr+3kfxC2C2VKM2vpoY2NzXJLkK1dtGwvaaxmRZE9QyETGNrq26q8qm7EcuP0esfI5yknK8TChupvj51/XLynDDKKybkT9e2UWWxUhkV2YHucJiCbjc1+gepvr4+ZZ9pwUKm0dyv9ItzRGQWSorXxGn56lYEadnjRZ4eqq9P3aBTXYCEk3LqszsNNbGAlZs2U407SUOoLCAmyxR1q+U2+hVS4Ki108drcGwUKafQ3Uf19YLhc5woZp+nHPcem40qEvpd1Xd2pWy8mTp1/KGTMc2YV155JV122WVMqQGZgbID4pGXp2QiAbgdCCgjPf4Vn+PP4z344/dH8l6oPsBwROf8889n4TURTU1NNHHixDEzw5DTZVB02lzKSXXI3tUs9pkOIMW8q8NYHRmwlVXQ5BK9YWO2UI8YCTUYiE5j1ENkR+8UB02eLKQtpBiTa4hWbUbmlWfI8Ql689L62TuDjZWmV1Lz8lQPu7fKR59tUc7V8iKiA/eq01o3pAJz1OrIQMxeSdUzqql7pXJQnN19FKyuoPZwlGomTiRXClZHFixkA72fbdPGG1w+JbOKabs62QLzZxbTZKGp8HixDALS3UqpD0A0JLvKK2hyqSq9Zxkso9KmiApF/TgyMhXNLKJWux6vmjutkCZPTt28IXaS8Ht9VEF9bG7kgLCUinE4VSrUmKUBu93OlJaHHnqIkQiQDr9f/6a47fUqIR78Kz7Hn8d7OFnBfU5idvTegQElTpKM5AAul4v9iUDYDCRnLEQnFotRxOUhpyCZtld4qKwIpmEpLWZkoLo0Ts1a6EqRI4HWUCQlUt540Sl08C0YkClu1+XTRdMprftYW66c/B28erRAdJBdlM3jI3Y29qlEJ1xcRZ1qavnSubh2Urt/tWU4P1SjZDdR2eRS6kbsCgPFliai6gpm1N4eCNEMtkq1YCEH+w2qvg8eKi+dXaYY8FVMqda7cqcCk6uV6woNloEiZs5Rtt9uknEYaOzXc9/5sUFqeXOnQnp4a4dUHpuKEn3M6VH7MjqjRJI/QHKel1ViN8vxAca9JyACqBwMeQnGYQ4oPdOnT2e3p02bZngOWVZ4Dx4vLCyksrKyEb8Xz1VXVw9LdFINmKSlgkJD6Apdy1FnIV0kJ7E6sqGWzqA5DMlivxessEI+h9Zhcke9UlJZHZkrOsbqyNk9PiLR4YpOl1uv1LXn7NR/pliTp6WTyFWqE/38Nr3S2WbeOt2ChRzuc8WTH/In59E2RGdUTEpRyQYOWP3sdqI+x9DQlZka5W7r7k1SQ8dLjR26L7AuxWVQSvL1hsLtkl5Lx9mniBLdEXP11hsV0YGaAnMwwkYwIb/88su0fPly2n333Vn69+OPP84IDDw3Dz74IHsM2HPPPZmfB1lYMArfd999NHfuXGZEBvA6PAblZvXq1Syji/t9jj76aJap9cUXX7DPx+uQgp4piETHG5ApRA7y253GEuFpAFLMERuOkmTKWjqJxkC/2z2kT0y6wCd2btb2BYmcwagpjg8a2olEJyAHqFvSJdxF06W0ZekBLV1EzjLdO1DUqhO/zQPZ8y5ZsJCq7ty8HYNngsdAdFJVm4oDCggSQ/qShK6aBowRimxie6+u6PDmo1B0xAKldULCQirgcEisjhzQGheaiPYq42+AJBo0USPhUYeunnjiCWZGhpSIkNWNN95Is2fPZn+nnnoqnXfeeSyuhgyrE044gb0HoSSkh99www3061//mubNm8ducyC7CtsBqYHCg1R0nt0F8/Ell1xCl156KSNCyMBC1lam0N3dTVJBkR62Uo3IcyenX7WQJXQxRy2dkOmqI4vpg1hhdam1hcDyeephupBYHRko6I5SV42DER2cm+lU20YcugoQtcV7qCs0S3sMYb1Uo6JYOe5Y8ILouMr0gaesTd+fzULhSwsWcgmJCjLgrnDThu2ked9QPDPVgAezo3ko0dlmourIzULncn5sPLVuahR765Wn/nNxzLv74c3Ux5u83gj1CeR0cr6ecp4zRAceGtS8GQ4wAuMvGZAe/vDDDyd9DllYIDrD4fjjj2d/2UBndzfZ8vKHEJ20KzolumoxoVskOuZQdMSCUAjnfW5za2mM6Wj9kIzoBOwOirrs5AjHWM2arhoifzRGfZEoFaH8cBbQqx4XqH/oc9Uj91D7oGKY9LpTX+uDr64qimVq61aJTon+3auEwa5B6IdjwUKu97kKeRzU3Dm051uqic5m1aPDK50DTX7zLBrEAoZFKtFxlbu1YoHlRakrpCgCPlUQzaaIPt4U9MWpWWgRZBaiYx63kEnRiPinaqoSU8vTTXTEooFQBnhVziaTNPbsTgjRtJEyGExLQ++vHYVqBsAeMCD1OExBBrmiw/05PfFe6vQriiCULrs9XeZ15V8QHYdAdCr63STHYqYI61mwkMr2D1uESrxz0kV0ion8dgfFBBIBtKntb8xaSNHvcmjFAuem6diAQAH9KhFMVL1gSDYLLKIzClkQ6XNQdAp86ZECk7eBcCuplD262VZsrZEtdKkXlz2m1LToUU/2dDQ5TXZseGSqR62OXN6rE51sTej4XbhHh2dc9diiFJeVy2yGUGQr1eB9bPDxbTGd6BRLhSR3oxSARXQs7DrtH2RnnNa1KfWigDmTpLQpOii4OWB3kiNGlDegZHx2msh/0iWEy3FsnMUO+mK7PrUvEMpPpBJlao4O9zABpX02UzYStojOTtAqSJRYScAzg8k83R4QUdHhPbaAgWiMesKpKzY3VnSqvVXy/ErCJU8xnFqTfm+M0yFpq4k2m5iCn93Mq2AsTmG1GjRXdHqFQSCdREf0RW3osJPNrVzahVIRxbs7tBVWSCh+acFCzva5KpLos836NT8nTb7AyhJlPOtWx2EevuolyRQLTqBXqECPOQphqzVb9OcXTE3PmMzHYHR3J1WpLu93mjIzzSI6O0G7MGnm+2XqdbhS3jdkh4qOWqywXI1FA9sGs++14MpFvpp8oBOdzHw+9+lslz1DJNNsdc5NNCIDPUKj0+l16SOBs4UV7foGiVylyoBTYCugeJdu1EHc3IKFXIMYnsFk7ixx0CsryNBWJZ2TORa4QDEryEcUlWzMC2gG9KvTeJ5fZqqTq8JFqzbp5Gd+mnoylhWpY44kkZyvjDeVA8p4nGhvyDYsojMK0y0uMEzokzNAdGAeK8zTFZ2KTv3Erc+yqTQci9Ogujuc6HRnieg02tXCksIh6c/SADQQ1T8X4Tygx6WXzk6HETmxmzCwdptMTpXoFEmFFO/qNJ2Z3YKF0UBcvLDKyMUeWrlBub/HLGQepmcRUZRnXMiJhmSzKBaDdofBn+Mqc9I7nym3YS/dXe++lFIUCqXsYpzoBHxJM+WyDYvo7AQ9aodujejYoehkJnVZLBpYISg69Vmuh9ITMRqRAShdwAylp2vawUN7zS6V6AjRqn6BcGQSIsHSiE6erqnPEshIWkNX2/WigU7JRfauHtMUVLRgYTyhK97nyu/WK3wfjoZ3aQKvFcNDV4Yq7CZYNARRuV8taMhN2lTkos82Kzd3m0FUmJee+cqnizcU8yn7UDagl/zotBSd3IHqPdNOpD4oOnp7lbSnmPOieBVimnCWqyOLNXSg6OAQoUx6aaFS0yWTik6zyzeE6PRlycME/xSHR92f3oLFWto9yrCnCzjuDtWb2dZDmqLD9qUnmLTwmgULuUZ0MAbjKuqU9Fl26VwpA0SHKzq6st5igjCwmHbPs8JaZZfWtfyAhen77DyB6IS9Tn0cVheanSYaayyisxP4Jf0QOQZtFLLZaUqGwjNo7Nlrd1GMJINHJ9uhK7H6L4gO9jEuScwQmKlCfTVlyud0OD0k2yXNE8Mey1LVUqOio4w0HW6F+R24KL2fjeOOuhZAZ6+xDYTPH09KUi1YyAXEZVkLXfHwzPaQK61FODmKEhWdXnMpOslSy5sj+rFZMid947Go6IQ8CtHBp0lqpnK7CYggh0V0doIBgejEg8oJlElFB6mNWE2gz4ozIpuC6BiKBfplLX6drnoNO1J0QLDCZV6DopMtopOo6AQoqjU63W9B+gkgT/fs7FPi9BzcR2U2g6AFCyNBb3hon6uNfcr5neeFyZ8ypugY++plfyIXa9VwolMvkMB0jsl5AtEJuvXxxq721OsOR02TmWYRnR0AfbnCauiI3Q+52IXFV87pBm9eyWvpcJ8OKtxm8wRKLBbI/Tli5k8miwb2F/nIHSKS1DTL7lDIFB6dTimiFfxJ52CcmCHCIpuFQr+rAVtSkmrBQs4VC1Qn801qscAFU5WeVOnCEDOyobFnyGRp98r4t0ElgelMu08kOn6n/pmufuW4hGWZVao3AyyiswM0NDSQvbBES90blBR/TqbCM3qKuVpLRyU6gVg8q1UneQ0dXi2ar3ZS3VRvpB27O3xeRgS5qiMqK5nEgEB0oOh0OPTLa0KKm+rtSNEBQh59VVfi1wchK3RlYVfoc8WL1KXT4A943BK5Xaj+q3YwN1noqtHQ0FP597NOfTxOR/+vZKErkeh4BsKmW1hZRGcHqK+vJ6mwSDuJcHFloobO0KKBriGG5G3+7BmS6zu6dKIzqK92RPKRboif1ehUDclqRC/IaE/m0S8QLJCuDqHpaEaIjqA0DgpEpyzkJYorPp3usHkMghYsjDo8o/a56lMzjabXpv9ah6rDiZUrQuTxR01DdBo6u4aEqBvCrrSrOYmKDieCgG8gllRxyiYsorMDbKyvJ/J5NaKDMuCZqKGT2NgThlsz1dJp7O4xKDowI2ea6OR5JdYkE6iXjCnmMIxnW9FhoSuXIrGgrx1qImVS0elXC00CJVRMjlDQVCssCxbGUkOHp1DzMScTIWH4dCI2OwXVnoeFPXEt6yrbHpSWXj2WxhIybDrpSHdNszyhX2evJBAdod+pWYoqWkRnB1jbyPuwKkQHJ9Dkqsz7UFrUWjFi5lVjFlPM24TKzFB0eOgqk0QH4KnsG2KKosMzr6I2O0VUBSOTEOv3eEJEXZ5STc3JRLiznFcqhXIjNNorthWTFFCWe1boykKuoSuB6IBaYNGZ7rYqiT4dlNAASnv1li9iNfRsoENoUQRFWy5wsQQWYHKa6735dMGaemw60ckL6QtNy6OTA9jc3jGE6KS7mWdiQzmgRQ3NgFSYgSkbzMh+JXQF1aIgjfHgHRKdsKJ4iZlXA5HMX2D9wmdi0Ol3KikbdRkIWyWGrjrIqeR6MqJTQuQf0PxLqGxtwUKuQBzrsJgJuB0s2zKTig7AlZKyXn0iz3b4qlsIDWH8C+XpC5x0Zwf7hNBVJ8YbFfkhR1KVO5uwiM4O0NCjy4IsdOVwGLJ90g23S6KSAqH6rwnaHLDPjilyrT0qM+Wix+HOuJojEp2AbCfyScaigVk4PomKDl8BZsKfA4jFGpu6JXKVqSmxUjHJ/bqL0koxt5BL6BMqsWMM5NdVgU/PNEwniguMRKe012aaooGDQkNPkEC/SyA6abZZ2GwScStgV1wnOgVCerul6OQAWoQQDVL3cKJnkugA+DwY4QZtdqNikaU2BwD2hZvfeOfybBAdcZCTSpwGIpiN4yOqSCA6/WoPmkwRHbFmxuot6GKsDDhFtmKK9ulEJ9tyuwUL41F0OiXdn5OJkHBFkZHolIjVkbOs6PDEC7TGcEYRstYJRybqveWpPp3eiJ3sPmVeKBKITrYyYBNhEZ1hEIvFDH2uUF6bEZ0MT+gsxVySWKsD3lYgMUySaYTVjAetc7k9O0RHVDDixW5yCwb/bKwkuKLjCcpkk3UfwYTKzIT0YD7kA8+qjUTuCmXAcUtuivcNmoIkW7AwbqJjd6e9Sa6IyhLl+u0zYYp5yK6QC586N7TGlWse7WAyYbPIU8NXyI1xlqhEULUSmGmssYjOMGhubiY5v8AQugo4nYbMlkyAK0jbXT5j48osrcpDsTjF1YweFAscsDkoarNliejoBCJS6DEQncFYNjw6ym/ClSW+AsyUogMpeeE05faWZiKb0AbCNRg1RdjTgoXxEB1cWzz5IRNGZNErqSk6JmrsGVWPBR9z6oP6sbHb07/A8qmG5MEQ2s5woqN3MLdCVzlRQ6fYQHQ8Zc60VuHcUYp5gzuPTeS8+q8ZOnRjdaXX0JGyqugE873kDslZvcB6Ve9LXoAoRjINqu0f6jJoYF+kEh2g36OnRfhCNtPJyRYsjOa6coVlcsQVTyAwvS4zY06lOs7w2j2GfldZ9OggtT2menJ4xmknKffnTcnMPuSpCjLKuvFGwlbWVQ6hs7OTbALRye8nKqrU3eSZAm8DAaKDcAhaHWQzdNUtXNhQmLJRLDCRBLL9sruMik6GLzCksw+q2UxYXaHrAk/znJDBitFTavTBv19IiygIOk2XCWHBwmiIDlctuKKT7joxiQsqtOIBivrMoeiw8Ub1S3K1P9N9B/PUIQYCuqvSrfkTzTbWWERnGPT19ZFUpJzh9phMkbCTKlXSkUnwNhAgOmRoc5CdE6itT7/KPVkmOjxMA6wbcGskMBsriUSlq19Vc1zOzGSGcIjqUadLV3REg2A2/V0WLIw1dOVLIDqZSgzhoStOdGD65f2csqnoJGajAbzv4LwpmZmr8oQUc6lcuZPNcXg4WERnB0SHKzqo/ttnd2esmacIfjE3uXwGopMtn0Wn0Bkc+9KtXvzZIDpIn+SD0KdtTsNKItOKTqKPoN/hyWixQA6xZk8z6USnBG0gTGYQtGBhZ4jFZS2FWic6bsMiMNNEB8jviWiKTraqI3cHdNMmPza9GSykKB4bIFigHB9DmQ+TlLKwiM4w6BUUHWRcYRVRqnuTMwYuz6IEebcUNzSujGfhAhMvLk9I1i6sbBAdEIi95yq328IOw0oi02bkxMyQAYHoZBK1wu+wLa4vt8pCukHQ8uhYyBWIpJyrFlCRkWyUqcQQFAxEFhNvrgwU9Sph6nBczlpdqqYu3RXN5wWu6GSqsG2t8Dl9qifQicOhVqbvDWW/HxhgEZ1h0DHgJ0ntyAojMlYRZUKJ/UwSHbXFCnU4nQa2nA1Z0EB0gjDouVh3XxQ2zAb2mKX8O2B3ZNWjI9amYYW7MpxxlUzR2TToJhnGLqy8QvoPZGVdWcgVJIaEOdFBbZtMJYbgcxB+Rg+9gFobq8xQNDA7jSubhT5XIIERu438ashcVFrSiVohCaVDXdzhEWdQGX8HwuYYayyiMwzahZO3MIuKDqojT1LNrB2ugqynmPckmJGRcllTmtnwjIhZE5XPBbEwxoajWVR0ZG3AyVT7Bw5Ui+WZEI1dEsmFysqqOqwb663QlYVcgSEkHFRCMzHJlrGJnIN/Xqcavqrs0z1vrVkyJLf29RvGnB548iSFlLmcmRmPawQFuUnWFS9XUBl3LI+OydElXGC6opOdfZkxQSc6YtHAbIQgehN6qzCik4WwFcesicq/IBaiotMn7Gc2PDoBlehMqMgsAQTh5Ibkpk4iqVK5xCvCus5vmZEt5AoSQ8KaPydrREetNj7oyHql8USPTrtNOTaZrN5fK4SuGiJOjVFwv+RgFporJ4NFdIZBj3Dy5vtlRdHJcLFAjpmc6DjcWVd0+sI6gQDpQpuDbBIdfmwCNjs5Q1kkOoJEi0FnUK1YmunQlZgO2+cnctQoITTDeWMpOhZyBIlKKc+4ypQROfGaalfDMzyMls1QcKLa1a5WjM7keFwrEJ3GLhu5K5R98IUVaoFhJ1tmbREW0RkG/UKHZ1QARlw401WROWaohbE6nJ6sGm6T9XNCm4NsEp2ifElrkxGLCUXxMmwQTFx5Zit0BYghVqnGm6S2haXoWMgNJCqlvJxFxhUdTnScCtHJdgPhRIKFY8PN0plsU1QtEM6mDiJPjZp5FVYWejJJzLCdbVhEZxj4hd/GN6hIptlWdOCoR3XQbBluh2RBaKGr7PhzOGapxycSEbrmZnjw6RVqWiiKjiNjjfUSIZ6ntlplRoAn2aGqTpZHx0LOh64yXNOM97tqc6lExwSKTr+w0MWx4envmQxduV2SlojS1kPkrlaLBob13yeQhQV5IiyiMwwCaldY/QLLjhlZrImQ6EPJhqLjF5QuVxCdzLMbuhJ9OuG4Q2uRMSAQj2wMyDguHlfmJXZAVB4d3Mku9LvK1grUgoXxhme00FWWPDptTq9pQsH+mGxsdqrVNMs0CSSGtm4oOmrRwCxmwCaDRXSGQUgNPQDugEQBl5MKleLEGce0WhaZIT9SqLNYFA8ICPHWWMTB2hxkn+jwzCu9DYQ/nN2CgVB0UNAwG9lopYX6Z/bl64UCPX7lmPSYpIiXBQtjbeiZcY9OkflCV34hJCRWqc+koiP6l/oHiRxqGwiXQHRyTtEJh8N0/fXX07HHHkvLli2jb3zjG/Tpp59qz9144410+OGH02GHHUZXX301+f16Fd133nmHTjzxRDrggAPo0ksvZZWHObq7u+mHP/whe+7kk0+mDz/80PC5DzzwANvuoYceSrfffntGzE1htYEbEA05qapMynhDT0OKeZVKdLLMlAOCiT4ayV6xwGEzr1QiGBCUp2wpOtkIWyWGrsRqrnl+/dgETTD4WLAw2uuqz55dRYcTHTOYkQeFeZAVKc1S8dYKIRs5XJiM6MRzi+jEYjGqra2le++9l1577TU666yz6JJLLqHBwUF65JFHaO3atfTYY4/RU089RV1dXXT//fez9+H2VVddRT/5yU/o5ZdfpoKCArr11lu17d5yyy1UVlbGngPh+elPf0q9vUqL2LfffpseffRRRnbwGe+++y49+eSTlE6AtMkefSUcjriyPpnDpyNO5NkiOkE1pIf+X4OyyYiOoHgF5OwMyAidwfg7aLPTlGrKCsQQa9egjWJ5ynlSNKh3Fe4xSSEvCxZGZfJXvW+ZJjq8tEjYZqeg12nw6GRL0eFjMR9z+LHJlqID+L0K0cn2gnxcRMfr9dKFF15I1dXVZLPZ6KijjiKn00n19fXU1NRE++67LxUXF1NeXh4dfPDBtHnzZvY+kKJ58+Yxxcbj8dBFF11Er7zyCgWDQUaSXn/9dbr44ovZc1CKpk+fTm+88QZ777PPPksnnXQSTZgwgcrLy+ncc89lj6UTPT095PDpNDUUdrOieNkEfDpoA2GP6KqSPwur8qDk0DLRAnYnK8UunujZACcUSDHPH1Rv220ZbZHBBztI2jD+ooDh5OrsKIBivaeuPpkkdVIo9usqZbbK1luwMBr0JNTt4pN5eXH2Fg+9eV5DFmNvKDvXUlCdvnFcMNJkS9GpFEgnb0GRbS9pInQjyhiwbds2FoKaOHEiHXfccfT73/+eqTcul4uRG5AdYMuWLTRjxgztfXV1deRwOGj79u0UjUbJ5/NRVZWu8+O1nCThvSBU4nObNm3aoRqDPxGRSITioyhchO/gyCukmKpc9MsulrI3mm2ky5Acj+AnU04cfySW8X0KORxaJhoUpmp2kssUz2IKIUy/8E+hSB8Pz8DUhEGyGO3DM1hHh6/0oOhUl2bnuKA3D0dHL5Gt1Ea0nahwUF/XdAVDFEcZZQsWTIyuhKJ4AzYnM9vbbZm9tgqFS6XL7aEquY88AZmCXok6/f6szA1BtTcQxhx8OsZjjIX53swem3JhYdURcxA0ASU7WPVORqJjPj54H0SVrBEdqDHw4cCnk5+fz8gO1BxOSvbZZx865ZRT2G2oNiKRAaD6BAIBRnRwO/E5HrrCe8Xn+fuGA8Jl99xzj+Gx0047jU4//fQRfzeE4CT1MzGh9zo8VGLvofp6ZZ+ygULm9q+keNSuEZ22HuxTfcb2AQpJxKErOvChlBaEqL6+hbKN8sJaCgqKDrB6Sz1N9GSG6PSqCgkG44gkUUSyEUVaqb5ecC1mCIE+nCNKzv32Fj9F86PkICflDeqDz/rGJqod1H1yFiyYER1+5YJ2RmRyRpWedlPyw1Rf35zxfcn3TqSBgI2a7S6aqyopQa+iOmVyHOZA7y0+5gTsdpYYUlEUoW3bmjK7IxGwQKVg2IbOAdo7QdFpaGml+ogwMI8SU6dOzQ7RATm58sorGblBKAu4+eabmUqDMBTMwjAmwzgM4zEUG9GYDOA+QmHYVrLn8B4g8b38fcPh/PPPp3POOcfwGMJq2NeRMkMQHdln004iVP/dd3oxTZ6cvRjNfuq/0Rh+MuUssnt9NHny5IztA8vWkTZpBBDVfyfXuDO6D8MBZm0Qr3zhVPJVVNLkDBQ/CsfjFPpoI7uNwQ/7AUVp/qwqysahKRGqlQZjeVQyrYT63x0wHBtncQlNnlyb+Z2zYGEUCHyM8UZmqkVYsrHw/aQae1bGHChJAwGiZru6CEYWWAnC+baM7w/GnLgw5vTb1CbClc6M78u8Dv12yFNOkkMy1HvLKykd81iTKqXMMZYPhpKDtNnrrrtOS5/dsGEDMyZz9QWZWX/+8581RgZPjkg8QHDgu8H2oNq0tbVRZaVS8wOhKbyfv3fjxo3Mu8Ofg4dnOCBshj8R8BGB5IyU6PT29VHMV6xN6Ih91pVnL+sKmF4rkyTJFGWhKwX+UCwlst5I0R8VqkWrmUW1Zejum/0qBTXlcWqz26lSmMx7o9GM7JvYoZdnXAFVJdk5Z4ryZXLYZYIHsKuPKG92HvXTgB7WU1ucmOF3s2BhRxhUQzCiERltVbJx7pYWxqm+lWhb3JhiDgKGCsD2DF7rYkFUkEB4Ark/J9PHprwIv5HyO3UPSOQscZJLsI8EUxR+Gg9G/ek33XQTdXZ2agoOx9y5c5lJGCEthJZwm/tyDjnkEPr8889ZxhSeR2gJKegwH0OxAYm566672HNvvfWWgdgcc8wx9PjjjzM/Dz73wQcfZI+lE63dPThbDAY4sadHNuBxKynmkbhIdDJrgusRq//CjGyCYoEcyDRQzMj6SiJT9WIMVZGZ0qX8RtkyaWPxwYWsrn6i/Bpl8SGG9aysKwtmByIDPIUak/lAFtuqAPyaalF7Som1dDJdbdyQjRZUQnrZyLgCeGVkoHsAarHTELrKufTy5uZm+u9//0tr1qxhdW0OPPBA9rdy5UqWFh4KhZgSA2MyDMB4DCgtLWWhLKSRg+Agq+myyy7TtoswWHt7O3vud7/7HSNTRUWKwwmZWqeeeiqdd9557F94f0444QRKJ9r6B7TbOJlhgDPDhA5Dciiqe04GQpl1s/cKkyPz6NgdWmn0bAPVQA1m5AxO5omDDkyBXnec8rzZOzY8SwSKTkGVckc8NlbWlQWzYyAaY0qJdl2pqgXU9WyAT+i8DUU220Akpt1jjgKy0Y6nRCQ6/USuUmfWy6CMK3RVU1NDy5cvH/b5X//618M+B8KCv2QoKSmhP/zhDzv03eAvU+gc0GcEpug4HFpTt2wTnSA5WSZYzC7RYIbbHBj7OcksRJOtRqeJwEqGmZGFybwrQx3ME6u3whgoFtHK5uoT1UqdRW6NnHJYRMdCrtbQqSvP7uKhVy1amM3qyIkNPbUaOllYkBf4lAAI7DQgOix01ZnDlZG/LOhUnf4A6iV4Sp3kcGRfuZg5QaKgUDTQn2GmLCokrI6OzZ7xehY7mtiR0i1O5h2Dmcl46he6gXtVAliFlO4sQiSgfCUskkCL6FgwOxIXENkOXXHlImqzkVzgMFRH7svwWGzsASZnNXRls0laSQtOdHK6YOCXBT3BoOECK6wYV7mhlPa8ArngJ9FgPMOhqyReFLGGQjZRkg9Fx2EgOm0CYU0nxKZ+PHSV7eMiJpv1q0UeWWExtREgT4e3YMGsGNJWRTAjZwNiD7l4sZsRDLOErvxa6IqyG9brJ3IxM3Jy43S2YBGdJOgVQh6ekEylVeYgOlilIzyjtzmIZ9ejY6LQVXGBakYWVItOodhYOiEOcmiuhwG5SCjal22i0yMr5y+Gac+gQo67LTOyhRxTdDCZO+zGSryZhNi7btDnzmobiCHHJouKjkh0egaI7AXGnox9IcGwkyVYRGcYExyHLWSn6orsh63EyZyXHw/YlMyETKF3SONKu6HdQDYB6RTHRlR0ujKkWgyIoSu1jk62iw6XFujnbFfQThFJLWjoV8ixFbqyYHYYVQuZTeZK+nR2xuPpanV6oMfhzmpjT4NHJ6hkwMInky0SWKIu7DAdRZ0Og6LTnyGv5I5gEZ0kCIjls8O2rLHkZJM5wjP8AotJ6CMSz0rfGRAK2YfsInOQQKwoWDXimEQeVVIWiVmmQleM6NgdVDB8TcvMdzDvJwo7lN+OK16YRKJZbGliwcJoJnMlPOPImj+HWwc4WmSXwYyc9dAVSqCUETmz5CUtETKvgg496gD0m2BRZRGdHXSFBaSw3RCbNYNqYZRMM3cSoT+SSHTyS/Ru2NkGery4XDBr27U06v4M9XtJXF2xCs1ZVnTEkGJHD1HEqZwnBUK/q0wRQQsWxm+4VRYQ2cq4AjAPcNPt9pDTQHR4q4rseXQcNFltbpx1omN3kAtF9NXxd8AE44xFdJIgqhq7eBNNsUliNpHvJQrZbUa3fwZPom6hQKEcslFpiXlOHxTJ40SQF8bzy1JGQntiqNOrhvQKslhDBxAl7LYemWJu5TwpGtTJqRW+smBmJFMtskl0xPBVU8BhWHB2DQ7ffzET6eUggSgoawaiMyDZmVTAiaDfSi83J+I2pe4IIIfNQ3QQm7Z5lIs+G0SHVxpGaCgouQzhETMAvxMGQ67oxCQpIyn4BjNySNmHbCs6VUK4tbWLKOZWwlRW0UALuWtGRugquwsIHr5iRUGDybusZ0PtYopOFolOmRD16FOr9yMxQ2zjkU1YRCcB4XCYJLfPlIoO4Mg3KjpiJlSmvCis/5ct+z6UZKuKxMaemWgDIZZ/VxQdZ9aPTZWg6LR2E8lelegY2kBYRMeCeWG20BUwXSU6qEQsjsM9Gc4sSiSBODaTqyVTLKw61X6MPGlGyMLPGiyikwB0R7d7dWYTNRnR8RRDMpWzouj0q8ZnLiNnO7NoWEVHnMwzcHy4ooOYNGLT6HaPMGO2SR9ScTnRkdRQmtgLzEoxt2BmiP5D7kPJVlYRx/Q65ToCsTCYkTN8LfHEEHdIJkdcOTYTlZ7Y2Q+VB/U+kUCIMmMh2BEsopOA/v5+snn1GTwacbK0brMgv8yVldBVKBankHqu5qkd3c1IdBIVnUyEZ3hlZFaQD/dNcGwQ5uSDD0JXNq9taOgqw01hLVgYa8VxXjBQ9IJkA9NqlH9BLJBZxA23/Rn2ofSp4xrUHHRPR7XmbNY0qxIV5JBR0aEMWQh2BIvoJGBgYIDIp3R7BiIRJxXpd7OOoiIHeQJSxomOsc+VQnSyrVoMr+iIqkXmQlcYdKKkZH5lm+iIg09bD5HNp8g7VhsIC7kCPrbZozIhaRCLmGwTHW5GxjhjNNxmVrHgLSe4PwfI5rGpEohOo9/o0UlM2MgGLKKThOjIecos5RuUWd0aMxGd4gKJ7Ko0mEmik9jnChdXgc8cafccuNDR18lQNDADqgUPXXlDipqDFYwZSCCPm2OxGXcrBnuekQb0ZLgprAULowEf27CwQjZlXJKyngCB9hNOh04ueOZVJnOu4rKs1XoTW2Nk02JRLvQ8bO6zsXbhmqKT4GPMBiyikyR0Fc9TZilMmDGPwxQNPTnQWsAeEmqhZGhVntjnCk3kzDCZiyjOl9gAVNifOaKDonu8aCNrPKg20DSDoiMWuoy41HPaYNS2PDoWzAsxPAM1R5Io64tOu12iKdVKK54YSZqNIIRipRkC6tLICdlo2SY6ToekVclv6yay59mMio4QhswGLKKTgP7+AYrlebQJ3eYzR58rDjaBhvRaKJ2Dg1mpaWFajw5M0gP6Yy1pLuQVECpTo78L7yJsBhIoNj8M2JUZwgpdWcgFwLzax7M8ef+4vOy1fxiSYg7fiWBIjtrsFMlQpXGxUzrPRvO6idyuLNfuKtaTH+z5RrO2peiYDJ1+P8l2mybzO/LNU/0XYIXoQnpBwzZ/ZkRT0UyGRqfmVHSU1Y04mTf29qb1M8PC4OaIqqErkxCdSVX6wDdAajhWOF0somPBrIBKym0vPOMq22GrxFo6UJmy0QZiSFd3E3iXRAV5MIh508XmCQ7Lo2MytAkKAGR+Z6G5FB0UoosHHZrbv20wlAWiY05FR/HoGENXzQODGSc6aEdhhnCnWCm1J678WPY4UlKV39Kqo2MhF1LLeZ0YM0zmwLQa5drGYk+sjixmiWW6c7kZSqBMVTPSgIjLYQhd8TBktmARnQSIFS7h0XGZjOigEF3Q5tQm864MXVx+4XNwApuR6HBFB6scm7oc7Aymt3NuRKj66Ygpg58ZBh1gklBXoyuqS0zeoPJbWoqOBbMiWS+n0gKTKzoZCs8Ymp0GZXZszEACp9Xqi7ug3W44No0dnZRNWEQnAZ0JjSs9xSYLXfmUqpxFKtHpU+PZ6YY/mtDmACEiE4RnRKDeEVY3Nlno0i2nv76QqOiAAJqG6AiKTmtI/7E8AZ3oIIPDggWzIVnlXzNM5gDMyJqiI6oWWQhdmenYTFdT74EBchiyrurb2imbsIhOAjoDItGRKa/EZIqOTzmxC/tUE5wkZaQL9cCQ0JU5KyNrWU+qIdmf5mwI0YAIooNVnlkKTOZ59UyIpgHFYA94/cpvCTHKDJ2FLVgYiaJjhskcmKAqpRiHfUKV+kx5dPqTHBszLK6mCaGrnridJfNwbO/somzCIjoJEH0LUAXyS02o6CA8ohIdoFVQoTLp0TGdopNP1Gt3GYgOsiEG02iEC4lEJ6YMfmYYdBLDVw39uoHd59f32WoDYcH8REc2VcuZ8iK9lk7WFR2WdWU3xZgzXVB0uiLGVjxipCQbsIhOAvqEUt6OoI2KisxHdKAaiIbb9jT7UBLTA+0hiZUdN8vAw+FySuTy2ZRihkKKeZfaFyYdCIseHVa91RyDTmL4apD089hrIDqWT8eC+dAXTpjMWag8+wZ/ACnuaC6K4qRGM3JmiI64cEMbCjQRNsOYU1pIVKjWOWoN2g1Ex5/lDuYW0UnAgFAKQQqaJwyRqOgUCeaTtgwQHVHRiUUdZLMTq91gNuCC73E4DUSnM42TuSF0FUMFV4cpiQ72i8PXn9kWGRYsjBaDwoKTtTkwWTmLugpV0RHLNWRItTAQnbCaaZqXfRIoSZJm1G4JOAxV2AczWFAxGSyik4BB4ZCA6GS7Eudwik5RX2YVHZHooNFpaYHETmyzgYevRKLTkUZFRwxdOaNmDF1JmpcrRsq+5vt1omO1gbBgRgSi+nXlCnNFh0wDFONU+urpj7X0CwW80oieQCBB0TFPWG+6SnQGJDsjgbwMSsAiOuZCRPV4APGgOSRBESjazFK7DYpFBkJXgiwbiZqneFciYFjscYDoyBlpA2FIL4/KrCcPWlGYBVrmlSRRUFKJTr++fz1WB3MLJkRAUHRAdMym6HCiw7NfgeY0V2Hn6B4MDFV0TEJ0ptXqCjKyX7mHKaRWjM8WLKKTgLjaEwiIhs1HdFgJdJ/Rg9IuZIqlCwMhheigPk1AdlCZSYkOfq8+h4sKM6ToiAUD7TAjmyx0NVlNhQWCavn8Qr/u17HMyBbMHrpik7nJFJ2KYmmIV7ItQ6Gr3mDQoOiw/n4miTxMV2vpYMEHcMUr7NQFhGzAIjoCApAEffnahB6OmI/oMOQ7DBN5Y0962xwAA+qEyGro2F2mVXSYRychdJVORSccM4auFEWHTIOJQtFA3uW4xO80rUcHnqc719fTjZ9tpM97hR/RwpcKASFUzkJXUHRMolrw5srwSmIit/PipBm6lvqFhZtHPTZmUXSmqinmAXWs4UQn6nRnpN7bcLCIjoCenh6S8gv0+gR2l+nMyICt0En5YuPKNLc5EENXqIpspr4zw4WuxOPTnsaVliHrihEdcxnYq0rQcVm5jSwRoGzQbVqi89eNDXTVJ+vpti+20FdfW069Jts/C5lBYrNcsyk68G4OquEZrup0C76iTNkIHCGJdU43i0entlz5F8cG0DxMNhv1Z7HflUV0BHR3d5Oc59N+IJbdZBJJUISn0E4UsZEzLKc9NJMoJSuKjtPUoavehNBVOhufiqEritkoarOZ6pyx2yWqUZvt+e1K0UDRQGm2flf/296m3e4KR+iP6+qzuj8Wsh+60hQdkxEdXpyUE50+WcpIpXGedQUlKUQO5r8zS+iqmjf25KErwZ+dzUWLRXQEdPX0UNzr0YoFhtxOVpvFbCgplJgPhYdn+tJcowCS4yDJ2uoKJ3FpofmOCwAjcG+CWbtVMO+lk+jEY8oxMVPoSqzk2m/XSbwZFR0UQvuo0xiGfWDzdkN40MKXL3QlR2wUk2zmIjr5umrBq9THJSkjC4egbMy4YvtgEqJTWkjksOvlLMwy1lhER0AnJkTVsIny1XKeudo/GFOonVSgsmWcVOmMf0ZlmeKSvroKmKjBXvI6Oi5yRYjc6ojQkcb0e5HoxOLKKsZMig6A4mYA5H+AHRuSTEd0Pu3uY+eaiM5QhJ5p0lUeC1++0FVUva5MRXTyUHXdxsJGYuZVewbU9Yha1oNnXAFm8ejYbBJVluhmZEN2cBYzPC2iI6BbOEnBRKUC3bRpxsm8QL3AZMQ/01iV09C4MqZ0puU9lMzo0UHoCuDhq640xobDqhERiMdt2mrPTEAqrGhGBgpkyXShK5F0LatSNXAiuu3zLVbz0S8ZeHgGdVhCcacpiQ7AUswzXNMMVel1RcfO2lG4XeZR2KtLkeFpZ1W7ioTipJmwWAwHi+gI6BYYJ3PTFzpNPZlzRSfdjn9RtUCbA7B1szTYS5pebneyi6xYjYL4SaKgEPNPJUIRoZBi3EEOu2y6itF1FZJB0QHyo7KWXp7NbAgRvUKq+wkTqmgP1fG+pneAnha8Oxa+PESHhcrtThYOcZloOOaLGZba3Z/ZKvXo36cfG/Oklht8OpLElP9MtypKCdEJh8N0/fXX07HHHkvLli2jb3zjG/Tpp59qz69evZo9duCBB7LXvPLKK9pza9asoTPPPJP2339/uuiii6i5uVl7LhgM0tVXX00HHXQQe9/zzz9v+Nynn36ajjnmGPaZ+PxImqq59gnbRdaVq9isoStpSAp1Rxpr6SRW/wVbLzGZaiESnbhko367UyM66RyARKITi9uoKN98FaOReQVwmRvwqUZ2/LZimCCb6BVUySKXg66cP127/5vPN2dpryxkleiodWKg5pjpulL2R0nMyKSig/ILcZuu6PhtTtOErRINyVgQZ6PO0LiJTiwWo9raWrr33nvptddeo7POOosuueQSGhwcpI6ODrriiisYicFzDz74IM2ePVsjSJdffjkjOq+++iotXryYERuOu+66i6V2P/vss3TzzTfTLbfcQlu3bmXPbdy4kW677Ta69dZb6ZlnnqHW1lb661//SumAXxhoPSGZ3KUmWkIIKOaKjlD9d2NrW0bCMzyF2myrCA6e2o3jIxKdljQRQZHoUEwynRE5UWbn8HFHo4nCV73CQqPI6aTDqsto9xJd1dmWxuw5C+Y0I8NPZraMK+5FwRgIEiZ6dNIdnknW58osqeUc8OgAiYpOcwbKoKSE6Hi9XrrwwgupurqabDYbHXXUUeR0Oqm+vp7+9a9/0XHHHUf77bcfORwOKi4upgkTJrD3rVixgr3uxBNPJLfbTd/85jfpiy++oMbGRvY8CA4ey8/Pp4ULFzLl5oUXXmDPQd059NBDaf78+ez5Cy64gBGedGAgoSusr8ycig7UlN6EWjEvvPNeRkJXvCieWYkOD6lB8Srp1Sfz1jStJsJC7QwZio4Jj4sos3N4B2PmIzpC6KrI6WAr+KNrVYMREb3R2pWlPbOQrRYQZqyhY6ilg9CRoOikO3Ql9hzkWVdmsxEUqy1wBu0Jik5Ar+icaYxrJt+2bRv19fXRxIkTWWhqt912ozPOOIOpM/vssw9ddtlljJxs3ryZZs6cqb3P4/EwEoTHCwoKqLOzk2bMmKE9j9s8JIbXLF261PBcS0sLU5F8vqFUFuoR/kQg1BUX650MA39UH2htYRv5Cmwjel+mAZKBiVysFfP68uUUv/Drafm8oHBcHGroKt8jUzzNae1jQb5nGEVnMJiW31JUdGBGxuBntnOGr/h4wUDAN6DvY2cobIp9FglXgcPO9umgyhL61RrlsTdaO+mcKWrpVQu7LOAZC6jnI6+hA7uWGc5REbjWWZ+phPBMOvdTLBbIFR0QHTMdm3yfrujAXgFDuWyTWOHW0e4nXg9RJWtEh/tq4MkBmWlvb2fKzB//+EeqqKiga6+9loWcrrnmGtZaIS/PuNTFfZAV/PH74nOsHYPalkF8Dp8FDEd07r//frrnnnsMj5122ml0+umn7/Q7daL7rFoIT47YSY52U329QNdNguCAi3odeQaPTk80zpS1dKB+IGggOiG7nTra6qnTPCFzA/K9E1lW2mSB6Kxrbad6Z+oHg+4+/UeQY3ZySoNUX99OZkJ/Ny7zOhoQFB1nDxYDSnba+sYmmjCY/fO8pVffh/7WZqrvclCpLFOeTSJ/XKbXmztYSHtnXg14jv7U2EmVTgd9vUbV0S3kDFBtPC429LQ5yOsw33XldlQpZuRefTLf3teftnEY2DwYSujqbqcCCZ9pHrUzEsC8XMH2DZWjkTTTVwBFJzSmYzN16tTsEJ1oNEpXXnklU3IQygIQkjr66KNp8uTJ7D5CTD/60Y+0kJffb2xhj/sgKpys4D4nMbiN9yR778CAMrEkIznA+eefT+ecc47hsaamJravO2WGbo/OJCMOmjKhhCZPNt9AGbKhjk7AQHSiHi9NmjQpLYa95o4eoi+2a6ErW55EU6Yov7MZgdUf6gyVCESnw+bUzs1UwvZ5B1FYIevxmI2qK3xp+ZzxIE8tBQDyx1HYrzf2dBbhPFfbDmcRkc36RDZ/2lRyqdfrAY299EJzBysTMFhSTvN2kr9/9aoN9FCr8uMfO2sq7VFq0loIFoZX9lZsMmQW1VWZ77qqLFUUFXtcKTDbX0DUL0tp3c/Orl6iNQ3aWNxpd9D82gKaPNk88avpTcq/vGggFC8QnT6SRj1HpUqpGjXRwQdDycHOXnfdddpOT58+3fAFxNvTpk2jxx57zKAGbd++nT1eWFhIZWVlzHSM0BewadMmtj3+XjzHgefgERqO6LhcLvYnAv4gkJydEZ2QWtkWiEVQFE9SuoWbDGVF8hCPDuUXspAdJ4ipRERIP7ZHiTx5Oz+W2URJQZwdn9oWFH6UadAn0VONbTQYi1M+ik6kEEEhZh6P26k0n0x3bIoL8PvJLBMNwSEEsAqEBWBPJGqKfcZ+AD67jTwO/XdaVlXGiA7wXkcPLVANysPhzg3btNtvt/fQknLzLVYsDI+gEBJXVAsHzSgy4XWVH6c+dTKHIRlEBwUDMfelK0NMrQphSAxBlXozzVMl6njD63bx0B4SPQNxmfKd+iIrUxj1mXPTTTcxTw2yo2A65oARGWngIDAgMg888AAdcMAB7Lk999yTQqEQPfnkk2wyvu+++2ju3LlUV1fHnkfqOB6DcoMU9TfeeIMZnQGoRMjUgnkZag5ehxT0dEAkOtGouZozikBV4qjDTvaA/vPZCgo1tSudjSvRz6ko31wDznAFFbHSmrtef3z+/96iaIpj2QaPDrKuTHjOoI2JB9xfkqjbrvx2hV36YGOW6sg8vbwooWDKbkIH2Y39O87c2JqQ2dEjGJwt5JYRmWddBU3acgbCoj9hMkfYVExqSeuiE8VbJbvpqtQXqU4TXh1Z9DBlq2jgqGYs1L7573//y4zHhx9+OKuXg7+VK1cy8/HZZ5/NsqdARKCi8NAVFBakhz/00EN0yCGHsNffcMMN2nYvvvhipuyA1CBFHanoU6ZM0czHSGG/9NJLGSGC/wefkQ5E1Mq27HbUacpUYd6osbwIhfDc5A0oJ75UWET9/cIZlaasKzkusVoxZobSIkNR9Xb/TB8YUD36897UksGQMCijBURRnjmPDY/2dKnhq7IOfZGyfTB72RCJva6AwgTVbTp3N46A6HzcZfQabc5iSquFsSEkLKycEYTqbaasxK6YkdXGnhmqpWMo3hpTjo2wDjAFCjWiY+wFlqkWGckwKh2/pqaGli9fPuzzqJODv2RAevjDDz+c9DlkYd14443Dbvf4449nf+lGmPRVbjjqNGWqsFgETmkDEaSAl8hWWJw2RUdsASHHbFr6oNkVHeCg94gePD5EgWK3NhEu2knoY9QDj3raxGRzppcDKCqG7Owup4coFKSqdmW3QdPWppj8jTVtlqfOliYoOuVuJxU4HYyo7oy4fJHwXT7pzr7J2sLoIKquUC1CJlQtACxq4AVktxP6XU1LU3GbqEAC0b2cFW81uaJTxCpHS2nvO7gjmDsGkWFE1B8GiJpY0eFFmeBD4ReYlF9AXX3pGdRF1QJEx6w1dAwtMlRFB67/4+9UjI3AxzDzpbGpp9n6XA1RdJx5mpFxKkgPEW3o96c8pDdabBc6zE/w6UkBAPwOM1RVB0UDReKdiHV9xqQHqFX3bVTMmxZyA2KonKsWplR08qGQKguooj4544oOI4EI65mM6BQI6eWAoQ1ELoSudnVEBLNbOOYwNdGBooPVRLHAbZqQHp8GhCLxnCI6UJwQO4+qq4gZ2x0kqbHtVd2pDe8F1YHHEZEpSghdkSnB94spOiqmx93axLJlILtVh8Xw2cS8oYZ6vkLGr7i6Z/jfcK2Q7s/x2y+2UMyENZ8sjEzRCZtwMufXVLdKdIw9ndLX6iAiksCoqnYVms9aUeBTCgYO8egEs+MHtIiOgIj6wzjDMsXtDvK4zRuiQXNnhGfE+GdTmvwIobCu6EggOiYrOZ4IEFRZkrTwVXW0lEpjygW2qd+f0iaWITb1KqbJqCSZlujw34wPzMDkgB65hqqTTTT4g8MqOsD+FXrm1MNb1fzVBHSFwlpoa3ZhHk3KU7bTHAjR2+3mqTNiYRSKDpvMzedD4eNM1GZjC06x31VbGlWLaKIZ2WY35YK8KE9X1S1Fx2SIqFlknhCR5DX3oakslpTqv4Jk2pqmfk4BIXNFjqHHi3kJIMBl7g5VvSi1lVLrqk/YbaSYY+JLFYLqoUC9j4hkM2XWVTIzMlDWpZ87qTwmY0GjoOjUJSE6J0+sIq+aMfbothbW8+e2z7fQ199ZRdvVHlivtHQSnyOPrCmnaxbq1dhfbelM/5ewkAbDrczCM6aczLVryp2xLt1hIWyrhPXsput1BUD173M4M6p27Qjmns0zjKia3w+i48jLfK7/aBUdMOZMONoDotyI9HKTqhYcNWXKv+1CmMbdoq/oN6VQ+QpLyszqVImO2RWdLod+TLyNwbQ3PR0J4rJM/9ii9L0DJiYhOoUuJ50woUrLzjr9rY/pxtUb6X+NbfS7tVspGIvRn9bpVVdBdPYpL9bur+7JvuHawthUC4RnzNrrihMdQwfzDCk6sBH4fBILFZnx2PRYio45EXHZtdW50+REB2ZkhGZEj06X0GAylRgMRXLKo5OM6BS06qGZTTtJUR4NwjZB0bGZl+joZmRd0fFu0305TVkkOneu36Y1Q7RLUtLQFfC1aUrdLeDd9h7t9mc9/fT3zY30qerdwfuXlhdTjdetZXCt6e3XVsSpDF1aSLOig0rsnrhpJ3Ogy5k5RUdMDKG40kHdrOPNgN1JMZIU4SAUz0jT0+FgER0BMVUax+rcXWhMcTWjGbnPrmddAT1pMlwaQ1fm9+hwotMmEJ3y1vCwmTnjUSLC6gAMj07MRqb1dfH6PlABY2onobyt4awrOlBi7li3Vbt/9cIZw1avhkIzI4lOv6HPT/9taNXu/2XvBeSQJPrkk09onvp6DLCPb2uhGU++Tse+tpwiJmqCaMEI8beBouMyoZqTGA52RUmraZZWoiM0WI7FzTsWF+UpPsk+u5OlhBT2xdN+bHYEi+ioQFaGrE5aiH16inJB0XFSib6wpS6hO3UqERSry+LiMukqggPxfLfLqOhM2C6nvLZKUIiXQ9GxO9NXEXW84L8ZBp9uUkiNr0kmt5pp2BzITtHAjzp7tVXe8RMq6QdzlEKhyYA083Om1CatqPw++rER0cwCH+1XUcJ68e2xxx60+vn/aa/71vufsaq1eO1zTeZqEGkheWYRFlZCvUhTAeE05K/oKebpNyMHhCrmcROPxUXqfvWqPp3ifmWc6QpHsrLIsIjOMHKpz+xEp1hRdEq7ifIHlIGhI68oLbK8sZ+TeS8ucUKsKTUSnUmBEvL5Ffnr0+6+lFxshlL1IDou86oEYkitW1LDRH47C+8ALVkyCa4SSOcR1eU7ff1FMyfRaZOq6aSJVXT65Johzx9XV8n+/fWvf83+bXjuqaTb2VGKugXzjMUIzxT4zBlqRH+pskIldAXw8BUKW0KpTAeCavVwIG7mAqV5yr+Yo4CSPimrbSAsoqNCnPig6HhNTnQQIvEV2Mhvc9B0VfkPuz20TUjTTU8/J/NeXInhqyaXvhScYJtA3rYmrR/N2t7xh68CUSPRcbhNTHSErJUum7LfkixRpaoCoifUgDCIZgqfCXWNFo+gYrXXYae79llI9+67iA6GIz8BZ0+tNZD96Befkdw/VMGziE5uKDpsYWVSRQeoKBYUHUO9mPRM5oPCdlGg1KyLziI1VM5LfIgepmz4dCyiM0ztBm9xartcp8un0+1w0TQ92YSeX7chrQY4EB2zXlyJRCdgd1CHOghNtE8iW/0W7fkVKaiQDMLEwQzsHnOuPAFxsugSjJ1TJL2uzvos1NJZpRIOp01itW9GgxMnVtHuAjlCptX0gjxqbxfCUvE4hV55dsh7l3f2WqbkHCA6ML4Vm7iJMHoOcqIjZsCmK3wVFDJgmUcnz9wLq16V6BjqDFlEJ3tIbJbmKzS3osN9OpBNp23VB4YX1m5M+eeIJffjMbupV1gc1epiv8GtjAQFtgKyr9OJzsqE5o8pCV2Z1Ig8RNFRC2MC00O6r+vzDKdgoxbORpVczS3MJ5eaDDBSeOx2evSg3emn86fTb/aYQ/fss5A9vmWL/jsDwaceHfLejlAkLeqnhdSOxVB0igtsOaLopL8NRCgkmpHNOxYXCan3icemLQthcvOeQVlcRUhRifJNXhSPKzo4kURFZ304ntYiVfG4REkq9JsONWWSgegAxZ/3sPTlVPW8QvFBDmRd2V3mPWfEAbFbSDGf0qcrl18kaZ+QSjxW30yXLv+cNvcPstsnvbFCK/C3MKEzYSgUomOPPZaWLFlCDQ3D96oqdbvosvnT6IIZE1njT2DrVj2LC5DhzXrhySHvXd4lOPktmAbG8QZEx25qRQfVkZFdZKilkyaiExSJjmxeRadQ3a9O1b9U0TF8491MwCI6SVYRUkwyZYGqZIpOJ4pV9ROVdyozRqvbl/K+PmFR4pdlZvY1O3iK+RaPPoHu278nzVGvQEzqvFt2qjw6drctJxSdPuGYTGzVf9vP0zgAYXC7+IPV9MDmRlry3Dt00QerWcYVxyK1pHQ8Gqf6+7bRI8c/RttebKAVK1bQLbfcMqLPiKkK22effTbkue5/3E0nVxRSsUsndh91pLbBq4XUICy0nAHRKcqXTK3oAFhwFvcm792WrnY8URmKjmRqRadTVXS4j5SHjTMN847M2XT65wjRYYqOypinqSdSzOGkdSn2Woj+JZtaCThXiM5bhVXktyu/7cGuQ2iOXZno8JWQfZWq0JU7LJPTxG1DcD5zftrr1X0tvqYolahF9TamsJBiIu7asE3tCpYcC1Wvzebfb6E1l31BZSvK6RcFN9Ik+2T63//0FPFkgNfm61//Onk8Hpo4cSLddNNN7HGbzUbnnnuu8qJIhI7ubKCPjzkg5WUGLKRvMkdmkVknc6C8SNJq6dTopZxSVqsrEWFhcRUzsV+yKEHRKfATFbYOao2VRdUuEzDvyJxhBCJCm4O4LSeITmWJpDHmafX6NLIyBWEZEWFhirLL5s0sSkZ0YEheWaUcI7tkp7JNvSkzJItmZCg6Tp95JXaocHxQ7HHrrREGGwdpulpUD/2mRJUqlXhhJ3VroOhEeiO0+Q7dX+OW3HRZ3hU0qXrSDt+LwoD/+Mc/KBqN0vbt2zWT8TnnnEOnnnqq9jqoQ8UuJ01RY6/IvLK6mpsPkUg8JzKLDIqO001V7USOiHI+rUtTGFgkCLJsM2WfK1FB7hBaztRuVVSuUDxOW/zpW1Qlg0V0VAyKLvlcUnQ40RGkwRUpluR5h25cxJJDzimiA2wvr9BuF3/QkTJDskgKkHXl8pqX6BgMgq4SiquE1d/opxlCRbYtKewDJqbatu7As/DQAbuRz2Gn3pV9FB0wEq1pjml0+uazKBYcnoA1Nup9skQccsghtOeeexqIDrBI9QPBY/VCs1U40GwIGYiOuRedsA8AGIchHHNVB21m0lEYTyQ6UHRMS3TylH8DNjuFHQrNKB7Uw8bjtQ2MFhbRSVKfQIpLpq3GKQJlRDrVonhTt6nxGCL6sC21nZpDkm64pRwhOlhpqUV/aVNRtfZ42QdBrQv2x+MlOglZV26T90fjhuSwlEe9skKGw21hTdEBNqaB6OzI+/P6EXvTUbUKEQ126r6Gl0MvUUBWenFNi02jhoe2D7sNQzq5gBkzZlBdXR1VVlZqRAdqj1iv59x3VlG30MvNQvYhhmfg0clL3vrMVAsqvuCsa1HuR2SZNqfhWjLUGJLNSwKLuScQbSA8auZV2GPIuMwkLKKjwj8oEJ2YZOqLS1xNoPpvRJLIGyKqbFEG7HX+YEorc/LGlU5GdMwbLxeBJoC16iC0LlJCvXFlYi9oz9Mmunp/YFyFvcTQlS2CTsLmrr3E5eRo3EXd8W52O94l03SB1aNvVKohemG+NlVvzAksVE3IwBfLv9Bur4mspj87/qjd/+CGD+kXv/gFhcNhamtro82bN2shquGIzvTp01nIjqs6XV1dVF9fr1VP5nhyu2CusJB1RGJCCwgQHZNO5kBtAtERs4vS0T8uIlgH4nFzdnUHHA6JStX1RJe6GM8P6+OjRXSyhEAgkpOhq7gkUbNaAXhmvaIo4BRancKaKGHVxYrwDJm716kBsyYq/3b226jdrUzshbFCWuTVg/4ru8ce5hMvVpQk8HnMreiIFa27qF9TL6fF3YZO4KkEyuH/Zb1e/+Dr0+rokCpldvjqhEpDBl/Txmbt9r5H7ku7fW0xfRFVyE9BbyHdef1fyO12U1VVFSMxBx54IMu0Go7o1NQoLSLE8NWJJ55IU7wueviA3bTHHt6qVMy2YE5Fx6efnqZcPKCLit4GQk5rq4Oo2B0jbu4FeYXqX2q1KTvpFnifP00tMoaDRXRUBAT5WkIjuRwgOjDpIWGmUSU6M7bqk0Yq6sRwRBx66MqWQ0RntuBh7S/Td7yqYSAlPp1B8WKNQGI3t6Ijmjq7SD8GEwfslOdQSNpT29uoR2gcOF682NxOLapqtrikgHYvLaS/77+YnjlkCd29t1LgT9unhi7t9uEnHE7HH388fRB+T3tsT6dOWIB33nmHVq5cSR0dwjJaACdRqMXDsWrVKnrkkUfoiJpyrRLzh5299Gar/tkWsguxtx48Oj4TT+Y4x2rLherI/emtpRMV25uYWNHhNYaAFrX6ukh0LEUnSwgIpbUhiagZt6YGLjKoOpzoiLUK3m5TFIzxAuGBiCpUOMNEkl5rzvSYPVEnfoM1erjC+bEaSB9nSrXYG8oWtlOeibOuhio6+qgTbQtrdWyAaf99ne5aD9PX+LF1QPHZAN+bPZlsksRI1b4VJUMqIftbdfI1Y9EMWrZsGbXX6mrNnk6dsHDstddejOxwnH322VRQUED3//V+ivZHhxAdYM2aNezauXTuVO2xhyxVxzQIR6M5o+hwnw7SyxP7XW3uSD15FrvRMf+S1/yKTqdKAllEQIVFdLKEgLCKleL6atDsmFytN6+c0kDk6FMm7ldaOlLibEcNHVkIXdlMXP13R4pOT+UE7bbzo07i32I8hsEB8fiG7bkVurLp53uoJcSUFhE//WQdvd46flN7g1A4bdoOHP7xeJzC3fo+FdUWsmvwtsd+S36n4hta7NyNHElip1BpAPb6839Hzy19gSqvqKEXp7xCH5zwEbk3eOjkk07WXg+PD/DVCVXkUM9tsYu6hewiZFB0cF2RqQGfTsRmp367w6Do1HelZrEpIiqU+oiSuSMPFZzoqGE9Q+jKIjrZQTAk+C0y+xuMC1Oqidpcytluk4lqP9Y7dP/8k3Xj3r6YWQQzspn7OSVihuB7bSyZqPdI2uqgCeroCUVnrM0d+8PC+ipiJ7fJVcBCoa1JwKdLc8GWEH1rxkSDMRh4ertCCMaDBqGf1ETf8KMy2jZ44vqM5ixSDubuu+9Os06ZyW57JA8tcCwYdhsnlZxMK85YydLU+XzQ+XYXfXjKcrrxuF9qr2ttVczHbruN5qoObTQ0zfQq08IIeuvF4X0jUwOhKwDhK0OX7jSYkWMqMUepD9kukcsp5Yyi4xEUHYvoZAkhIQyRI8V/GabWKJlXHLu92UlyXDmJ/ra5kRWBS1kKdY4RnQl6+RxqjRVSU0whgcW9JZq60BeJUucY04tFoiOHzU90REUnVKj3hAg2BWlKvo/eOHIfqj/pEE3tWpGCUu28FD5S+st2cIBWr15N+ZJCtGRJJnu+ro5VHF6um4k9J7F/HQ6jH8pNbjpTOku7751sJFVtf+1glZKBlhY9dMlr6iBrd01vao3YFsYGsf4MU3RMHrqqLefVkd1UMICIgDKBdApzSqrAR2N7DH5Jc4/FFWrVaF4CxeDRsczI2UEoIig6OVQtdUq1ZCA687Z5KPTC09r99zvG17gwmNC40unJnVPG45Y0Q1xTp5222ZXsH6fspElRfdLdNMbw1YBKdHC+RGN28pjcvySakQeEWjL9G/UJHo0x56gqx5regXFVSoZStn1Q8ehM8Hl3GA5Gf6p8SflcOc/YT63qmCrqcSjn8V6upTTFPpVef/11w/tP9pxKebLy/sqjK+jgFQfSkVsPI0eRQoj86/x0SOmhBkUHWFysH4dPuy2iYwaIKdQgOshqMjPEFHMUDcxXKzT0paGIfNSmKjoxNBEmU6NCVXS6HS6SSbY8OmarxkmyuZlyoqITstmp165M3BW2Sop8/IH2/Pvt3altc2Difk7JMFH1IDd2EHWX6KSvvE3/Xg1+3TA7GnD51RtErSEHuV25o+hEi8poIK5M7AMbjaUI9lD9OjFZHle6eU84qp0/dTtZln/44Yca0XEVG5UfNEvdMFMPw55SfQrtv//+dO2119I8x3w60XMynelV1BzJLtHsq2cxouQocNCiO/RQ11edJ5CTnIzo8HAlV3QAy6djDqDYHl9AxKQ42dTJ3fShK9WLwpt7DjhcFE1xdeS4pCs6DpOr69UqAYxJNvK7JSvrygwIRYXGlXJueXQAruqU28opvmEdSepgMV5FJ7FDtyvHiA4PX0EpDdTpypd3rV4Yb5vgIxkNBtTsEE8Q1aNzIHQldDB3+cqpMa60Toi0RCkW0H9nMQNrPB3NxVoZhc7hU+9RsfiFp16gfJuyg3nVQ5sb7XbxYorJyvYODRxOr8x7jfa6cx+6tfC3dKHvInJIyvan/XAqFczRv2jV0ZXkm66WXwjNpP+WPk03e26lLjWdfH5xAfF5NNU1hCyMj+hAtSC7+QfjxOrIvA1E3GajLULWYSoQ44pO1Pzq+kShLmev22lUdKzQVXYQVJuxAVIOKTp8NcGJDhpXVobyqSoS0Caq3nHURRErLLPQlclTqBMxQbjYQlP1VhC+T/Rw1TY1vDJaDKjHxhMiCtrMT3R4CwjA5iqlxpjaI0omGtyqHw9u0AW+GAfREUmy1z78eYPu5JPtk7X7BbOMpmjghK+dQOVf1RuYhVrDrEijiEh1hGb8ZLrhMSg8U78zxfDYbMds2vyY0jwUqe4zC/K0ayXTXZUtDAV3tkC1YLEgyh0zMlDXnL4u5pzo4LC4fOaevut0ax11uzxW1pXZnP65Q3OI3C7Fh7LZo08Osx1zyLZ5A7sN+vZhZ0/KQldm7+eUiAkV+q8plU6j7TGlZ1LpZ7GkmUEjBUIfg6qXAKGrkM1meo+O2Og0EK+gJk50kHX0lnK+JBKd8Sg6or/Lk1AzR0RDQwPz3XAUzBOkJwFL/7yEKo4UHOYCngz+l7y/cLEwVyImnFE75LGWZ1uHKFjoI7Q2TV2nLYwcEd5EOEok50BvPbSKQz2bFjX7ta5Z3+dUdzGPqdcRjo3H5Op6nlciHhnucOQZFB2L6GQJ4VjuHpS6CqLPfcW6Idkxn9Y/+5R2/8NxdDMXs67sEYl8OabozBGrI8en0oboena7oE8in6T80g1jUHRwofLhDCsV+KTM7tFBzJzX3egcLKWOuNDJ/XW96F6Z20VVKmsbl6IjnDueHSg6IDqTHbrqUjB3qKID2H12WvKv3WlP/P1jdzrkk4Pomz3foGO7jqa7B/9CdXPqhn3ftO8bVR1aSRQPK0RskWDMXmUZkrOOmOBDIYf5FR1WHbmMqJkTnZb0KTpRpzJmgTR4hMxE03skycdUKKcaObE8OlmC2BU2V4oFij6Udd4iLfVwnmMexbZu0p7f0O9Pyao8F/o5JWKPWfrt5v5q2hhVlAv8wlUR5fTf5g8YUlpHWyzQmyMeHZzXM9W6ie39edQt6+bbLSu3GuoJzVJTtLrCkTG3hBDPHd8OFJ2Whlbax7nvThUd/h2qjqqkqmMqyTvRSz+66UfscfS+mj179rDvm37pdPLuo3u07GEHdb7VqbWm4PjUMiRnHRF1+IVHx5YDig4fg/12J0sKqW4jsqmNSdeOY6GQCIxRcbukqesekzcRFj2SbQn9riyikyUIFh2y5xjRQSw0YHdQg1uZICbZJ5Oto4skNbQiluEfz6rcFrWRz5tbRAeVo/k8trmtiDbEFEUHyF/bqVV/Hu1K3i+UqeceHbOHrgBOdFCILVqmG5j6tvXRFVdcod2fkqcberaMMf1+pIrOrKZZVG1X/FNly8rIXTnyfOLLLruMPvjgA2ZoTqytI8JZ6KAD/rsf/SqgFw5sfEQxU4iFEldZhuSsI6TOSpgUbc7cIDpTlP6xrMGyM0pU1a4vMmMpKlciet6g6Lg8Us4QnRZV7cKiEOgMpr6YYsqITjgcpuuvv56OPfZY1ofmG9/4Bn366aeG10SjUTrjjDNYl+DE/jJnnnkmSwu96KKLqLlZd2wFg0G6+uqr6aCDDmLbfv755w3vffrpp+mYY45hn4nPj0RS13QwGdFBP55cQp3qQ9mk+nSQgTKJ6oi6lIn88/ZO9ruMW9GJoMGe+VcRiQoAV3Xaex20SRqguEoAJ3+sT+DvjjINX1R0WNZVDoSuRKIDXHvng9rtElsJ3Xrrrdr9qUJt+bFmjgRG4NHp6+uj/eT9tftzrxckuBEARQCXLl1KRUVqwaQdwOl0UmD6IPXFFdWm6fFm6l87QEUuJ01Uy+9u6POPuVK2hdQgLDYRduXGbzG1RhmDtfCVOr2F4vKYkx0SMZjgl3SYPOsKmFipHJdGl6IQV6rR8r5YnDrT0N19OIzqSMViMaqtraV7772XXnvtNTrrrLPokksuocFBfcJAZ+D8/PwhBOnyyy9nROfVV1+lxYsXM2LDcdddd1FPTw89++yzdPPNN9Mtt9zCSsIDGzdupNtuu40Nws888wyrgfHXv/6VUg2RBqhh0JwBd/2LhuRp9mkU3q40Zow6XfTfl18d07YNBeOiEuXlmKKTGL4K5s+n7fEGdnu/Tbo79/2OURIdoeopNyObPXQFzBIanW4JeFkhL050AD7Jo1Iyx1gVQTFjb7isq80fbGHmeaC7sIsKFxp7bqUasxfNpv8EH1XuxIk+/f5q1vxzGhylSIONRFm4zkJ2wMIzamYRm8xzhOjwMh9a5lUafDqiQgpFx5kLik6lXjQw4iSqFY7LhnE0VB4tRjWle71euvDCC6m6upqtpI466ii2SqqvVyrOdnZ20hNPPEHnn3++4X2QlfE6qDxut5u++c1v0hdffEGNjUrWBwgOHgNBWrhwIVNuXnjhBfYc1J1DDz2U5s+fz56/4IILGOFJNUSiY9+Bn8CMQAfzRKIzwzGT4q16R+aPto6tG7VfqBhNUXTozi1FB9hjljAg5O9OG1SfzsQ2h2ZIXj/Kwcig6ITknPDoJCo6G5olIlUIKZFK2b/d3QrhmyYoOmNtfCqqgV5H8muq8UU986t/Tvr9MQsWLKCngk9Ss9oOpPfjXvrk25/SDIHYjaejvYXUhmdsJq+KLBZuBQbUwq11TTpB+yxFBvfEmma5oOhM4EmSkkQDxR6qadGPC9TTTGFcs9a2bduY9DxxotIw8Y477vj/9s4DPKoq7eP/OyXJpPcCKSSh915EUAQs2LAXxK6sdVfXVdfee9nV1c+OvTdUEEVAEBDpvQdI771OMjP3e95zbps0EgiQmTm/55knd+6UzNy595z/eSsTOQEB7l3Y9u/fjz59eGM+gh5PTExk+0NCQphA6t27t/Y4basuMXoOmaaNj1GvGrIiBQa27IZM1iO6GSFXF3VHbg9jSQ6TmXdT9hTUNgf7bCGsqDP16hpiGQJn4WLtObvLKg7rO1XV68dSspsRZLN41LEhhuunFhc6RR9hqv80FpCc0CAhwx/IrG2A3eGAVemHdCiqDKt+itGpN5lhMctwdfP2IemGTOs92cBliSGorqzRLDq7du1CUFAQ4lJ6seND34Z6QB3Ob15ncJf6m6RW36NmbS1CwK04gWMCj/q5NXDgQDSiES/UPo/nI16EyWlC0cJiJN6apj1nX1UNxjTr5i44NhgtpTSZU5sDTxhvkhXLRa1ZKVzJ1/6MdaWHN/Y2p9ZwbEgEmv1M3f7Y9DTU0qkIC0WPQr2Ux+7KmkN+fnpc7VF3XISOGldDcTpkaSFhQsKHyrKTBcdIfX09GzyN0H0SK6rby/g4bdNrWnut6hZrS+jMnTsXb7/9ttu+iy66CBdffHG736dRSxYm1dOkWak8gaY6+hl7os5sRVFUMOJKatDLkoqAIj2tfH9VzWF9p4IyQ2p6kwmV5UXIzPQs077VBQQFJKG2wYSolKnYt1d3m0bmNyKjl5m1O1i9NwPJHYwozjIcW4rRcVhdyMrq/ucMeabCghJRWWvGzoMOyJH8vLdKVsSZ4lgMHREXF4eEVz9AnmzCtopq7Np/gDXm7Az5Jbz6MFFdWopMlx6AKDtklH1RgZCtXFDUy/Xw66dbh+lzfrwkGLuz/TBlWD2mjuiaOIfwcF6GYZdjJz6s/gBXB3Lrs3lJMaCsxTbkFuAEybPOcW8hu6HJbTJvctk9Yiwm46XZlIwaRehQMLKluh6OEBvWlJSzUIwjzeY9UFXnJgJr6yuRmdm96z45G+g78xofJS4zehuKKa4vLEZm5qHH29RUvcbWMRU6FNh67733MksOubJIdb3wwgssa6O1H5NcXrW17mYquk9CRRUrdF8VMbRNr2nttTU1/IdtTeQQZFGaNWuW2768vDz2WdtThk6r3ksnLNiGlBS9Umt3J9pQ/fdgbDQTOsRtQy7Ga8r+CmvAYX0nZwa5Mvj7yY0WpPXqgRRuwPMoBqUCa3YCZXWh+Md918P5qpNVkY4nz4lSYqUhNAIpCYYlSDv428kVWKwJHTlA8phzpl8yPxb5ZRZEnxqHmj/2s/39LQNQ2MgL6VEsnGndX8CoCaBM2YrQCPSP1ms1dYSAalqBcrGTHB+PFLX5DdXnuX83it4q1svaNG3AjZOuR40zEXNeAFZs1d/n06UhWPwycPKIzn/XnCKAQoz6Kz8Nud1VFtsXYbbtSnYeRP/SqAmdHNnkMb+lt1FL6dhbM7XJ3BbuOWMxxUrWVHLXFc2CEftLUTwsEZUOF2rDo1i7kSNhew5dm9zl6t8oIzYhEikphiqg3ZTwYKCihgKQ/VgfsPAKGRXhEnbWNSIpObnd5J+uslh1WujQPyZLDgmaRx55hP0l8UEm7zvvvFNzFZE4oRieb775Bmlpafj666/drEE5OTlsf2hoKKKioljQ8fDhw9njGRkZrC4GQc+hx1ToMRqs2hI6fn5+7GaE4oNI5LQndBxKrKSlSYY1wNwl5rJjBVWwDwxwoa4BWB0Ri3HggdyT9vfHa+Ar4Rpb0GF9pxpDjA4JHZu/1O2b7LXGwF4uNrmTpcAZ1hdZziykWlIRnyEBStLPgdqGDh8jYx8nmx2QA3kGkCfQJ1E/FnVpungZYBmAZY16V/DSdasRNIrXt9lSUYMTYnkcT0dpMLjxgqwW7fjUZtQi8y33mLEFzvm4L+YRnDgbyC5q+V53vgZsfFdqd1VcXi3j32/KWL6Z399pMAR8+pCEy6ZJbOEUERHBYpHK5DJsaFrPOqKHbLcjTLKiUnaynlee8lt6G8ZzhvXWC/WcsTgxxoWyg/qUmrilhAkd4pPMfDwTeejMwPaoMWQpWRsl+AeYPGIsTo5zMaFT1GBmAjD9ILB+OFDlcOJgXQN6Ky1YjiadPoOeeuopFlND2VFq3QqyxFBA8SeffMJuDzzwADN90za5nUaNGgW73Y558+ax+Jn33nsPAwYMQM+evJIppY7TPhJH27Ztw7Jly5hIIk4//XSWqUXByySo6HmUgt7VONRCTNTPyQMzi2KV+WqDHIbwMfyOY3Mt/Gq5udMVGYPiYn0FfTg+c1eTxSMCbltjUC99QGiQUrHPudetAV9ng26NApAsOpKt+w84Kn0S9c+aHR6m9Twhi44RYzB7Xn3DEWVdGevoFC50Pw/nN/yIuqRa/LlDalXkEJv3AVu54alVautlTL9Txps/cIFjFDnETS/JyCmSW1h1fm9cyv7SIehdy0/ugoZGFNYf2zofgtYzi2gy9xQow0gNRiYGrC6joFG2PS+78IjLFlQZas9QlXpPGYvTlbjAOvAxIC1TPw6/5unV2Y8mnTqLqPbN999/z2riTJs2DZMmTWK3TZs2ITo6WruRlYZUOG3TCowsLJQe/tlnn2HKlCnYuHEjHn/8ce1958yZw15DoobcX5SK3qtXLy34mFLYyVpEgigmJoZlaHU1DkWIW5s8I5q9OXHKYru0Cki4UEkBoEG9is9ipsgo/P7Xmk6/r9qThEp3N8meUSumNQYaOgDUm/uiIoT3/1ILexEZnci2UTuXExa7BP/WDYzdkr4G1+PeciuC+3GXcao5Df7Q01xcZfoglH8YE39rdXSo7ULeN7qj/saK6/F63WtIS09DsaEl29VncCvMy7fqouyLJW1PFCRw1uve5xaQR+S6Z2U22RiFzpamzfrKc7/+eUUn8+ODe2aR3O0bVzbPMDIKnaiGADTt4OdXYUMjsg6jp56Rqgb99ZZGCX4ekgDbW8n0pKKqxEhD6b0Xdu7vdMbr4dCpQ5WQkIB169Yd8nmjR49mgsgIpYd//vnnrT6fsrCeeOKJNt/v7LPPZrejicOiW3T8PKyfk9GiQ4sG8wmxgES+CaBPnh+yFN3z1eq1uOiszlnDqp0OQ60Yz0ihbo0xA1iGIzs+i9aZcdNZI4FvgdBqwNYko94qdc6iYxiQqZBisEdZdPTtvTkyzhgThppdNazQJJUl2O7Yxh5zKQUnifzDsOjUN6ujI1MF6pu2omozTyM3JZqQW5ajuahLDXHvJw/nrqbCMpm5reh3+3El8OQN+nPqGmTMfkJmFamN1p6nbpRQUiGjR7SE4X2AK5+UQQvHX9cC783ngdYq5L6iLu49zT0Ru7EBGGzSap9M62C8lqDrMBbFszSRq9HsUQ2Ea036lBoshcCxdyOsw8ew+2tLK5BiKNvQWWoMmZ5k0fHzkLG4d0+ev6kKnaQ8IHLNPpSN7Y2KRgf+vm4Hfj6FH6OjhefI5aOMatFhHbo96OJSSdbHbhxs9Nf6BaXt0CfgHzZvx6pVqzr1vjUup6H6rwk2D6lr0ZyYcAkTBvHtHRTClMJnezo6MWVOrblno2Gg7ahLj2KXDGVYPEzoQHN1qn3SNOwNMNsbDtui07yOTuHPRcj/nlcMMwWYUHG+npVFQqfMYESJUsIZ4iIljOH1BJmYWbdLt+p89Avw7XLg0990oUOB1v++QsKLt5rwz0slTB0l4b179WvgrR/dLTqEKux66CV9jqg/nODwMYpjJnRa6UbfnRtYOkwmNCi1uYKkIDj27NQe/6vEYLI8DGoMZVM8yXXVW+m1qwodYuCHq+Cq4Rf82pIKVBnG06OB55xFR5kmQ9nxgGAPsQkaGJymD+bbDgDho/jklcbjkhmW9L6scnVnqKPysYrQaTK5PK7hqZEZ4/XPnh/UGw6ZX1xRufwvxUEerK3vlEuPva7JjFAPMrGHBUuIjdBr6USM1oVO8zgdVJRrQqezMQbNe12VLNEtREP+MwjbmvTUKm7R0d8/ylDG5oxx+vaYG2VU1vDnbd3f8vPMPLHl5zhtrMSy7oh1u4HwKENLe3qfpi0t4rWOhTld0L7riiZzT2oi3LxoYLApGI69O7Weg8uKdGF/ONS6WXRMHmPRSW9F6ITWAI0reLV+Ojrrjebco4DnjM5Huey4rAQjU4xOgAe6rgYbSg1sPyAjfBRfElPJbYuysDYn9cLevTwItyPYnS6tkzC5rpym7l0M71AMMxQOLLPHId/FY0V65uu/98EOuq+qlRUIdSlucloQGuxZl5Jq1ckvBeSegTCHmlsVOo1F+Zp1hszMh23RMZtQ9icf6CWzhLr+tXjyySfdhY6hMLKxXt/l093FNVlwSHTRZ28ee3TPrNaF+BQlNZ2yVWv8TnB7bJti0QlsAKLq+OuF0Dk+1BnEsbnRs1rOqBO62gYiUopk51RQYa5WcTvzCBosGxsJS+S68pD1eM9oykilJBD9twxAABx7dmj3/+xkC57O4lmj81HCGDRJrquAUA85gwyoK1bVohM2kgsdswvoUcdPMFNsPHbv0bt3dybglhXFUxUTPD8gOac8FAcdB9h2jxJzpxtY1iiTPq+KbEVYsOcMyM3dVxn5kmbVCTeFI96UoFUyd5QWH3acjmrRMUsSXGUO1Ozm4iF0WAguv/Zy7XmU7t23b1+UGYSO0aJD/bne+KcuYG5+SYb5ZJm5rVTeuVvCmjclRIS0LnTIqqPy6erROGnahdr9IlchSl1cNSUopfup39WxbDp4rKGMuJd3HsCDm/ZgRzcKvK53uDcRtnlQYgidexEhwO5APvaaJBP6mvuhceNa7TkrO9k82EidW99Bz0kMsVgkJES5W3QCJBscO3WL7oLczmcEdwbPOYuOIsY0WLLoBAV7iE2w2UWmNvfcfhAI6h0Ikx8f3GOUtFrJPwCZ5ZUd7v5uTKFmtWIsnm3RSYkDC1wl9uZasMe5262jLtFR15V6bEgA1pvNCA/xLHFsTDGnOJ3I8RG6e8g6lmVTNg9IzutknI7qdw+xmlG+Wh/gG1MbtaQGagVD5SQoIcFo0aEiY0auOBWwGLSk0YtG2S7XnSUxl1xbkPtr6ijle5RICB7xOeujt2YNz0Q86OQ+3oRs/Y290apT3NCIXZU1OG3xWjy+dR9e25OJKb/9hcUFxybNtzMWHThMrOWMJ0HxKDtter2cAZaBKN2gC52dlP53mNQZxmOXw+wxFh31GjUKnZGDRkIuK9GsOjsqa7C76uhVeRZCp5mJ3UwduoM8T+gQgxSLBbk7S2pMWtpwVKZh8IiJ0zrDd8aiY6sHXB4aiKxiNkssWJXYnQXsNvOJLNawmOio66rGabToWBAe4lnnjDHFnOJ04s7Uo9lnBMzAieNPPOIU8xI7F9TR/n4oMwidTJt+/t11112skS+hWnRI5NAq0EiQTcJFU1r/PznFHfvtP35A0sowzF8twRJ9KoYNG8buZzl54Z0ehXKXd53uDpTZGzHz9/Xo98MynPDLn27p800uGdf+uRUZ3SAAu7nVwtOEDrmvdgUainBaB8KZrZ/vP67b2KnwASN1Tfo8JTeZPSZGpzWhExfOx5vGv1Zo+1Yb60t0MULoNAuapAC44EDPnNEHp7m7r0IG8ZLjccX64G2KS+iw0FHjUNQJ3eXv2RYdYsZ4fds5+Um4ZBfCq+h3d3XYouOSZdQppckpdokaeoYEelaQdvMU85D+wSi1cVGTbE5B77V92TatulQ647qi+C71/Iny90PpMsUyJAGry/7Unmds2KtadNSMq+a8d4+EFa9JaPhNwof368f7klM69pnioyQ89zf9dZc/JiOz0MoaC2c5FKHDk8K8LvPqvk17sLxZMGyCzR+JgbwBM/1WY35ehcgvF+GBTbvZ73c8qDPEgdFk7mlCh1w0hdYAlFm46bi/uT9QXgbU8wXUwUYHrrzyysN671rqxaIg2z2reGtiM6HjJ/Pj4zygdz3YdRQXFkLoKIOy0aITHOhBZ1Ab1X+3HwBCB4e0sFiY4nqw8vcdodqwuiIXDTyoVkxb3D9b0gJdc13DUCqVgmKsY0v4IJJZW3/I7CJadarPUC06R1Ae47imfKquK2L8/8ZCVr5Z3cJ6VjzwcC06xviWkGoZ1Tu4WTpseChWb13Nts1ms2ZROZgvaxYdtSZUcwL8JUwcIsHfT8Ll04DZp/F08rsu7fh5OWs6MGko3y4qBybcLCOg54XIVC06hqaDnuy6ogQLdp7KMhvfvsvWFZzVJGFIeAgWTxuHladNQL9Q9xL8r+/JYpaf4/H9a+2GSuxOM4I8bCwOoTITkoSdNn4SB5mCkGxOhiOLxwOaomOxevMWlJV1PgOrXhl0qHirQ7Z4mEVHchM6FicXsM4cfdG9S7iujl0wMkWz04Dq6RadVdtkg0VH32+O79Hhi8zNddUgw+xBKdRtQS4QNQOnuk5CYxxfWcSVmDQ3ZoGh1PqhigWSAKwzmT2qjo56HHrG6K4ros/MPki6gpt6nLVOTAk95QiEjh4HJv+hB98kzu7J+uIRFICs9qx75yddXJ51gtQhV9SH95uw62MTRvfv+PVKr5v3tIQhaQY3b/TryLLx5ohk3QtWviZ1bfdEHtq8Bz2+WYLEb5cg6qvfkPDNYuaeIi5IjkfBBVOxdPo4xNv8EWK14PuTRiE5iFt2jPFVpy9Zg0X5JUw0HSvUIH+1PlWQzbPGnFDFsrtLCUhW43Sc2XpPEnNiMlas0F02HaVe6dVCVuQGk8mjYnRS4gGXZEKjUmPI1MRFj1xZAbNi7dp9BPFLh8KzzqJjEIxscpg8yiRoZEQfPS33h5WAKY3H6MSUApJipSDXVUctOm7ByA2ApZ1gT0+CrAIqJaEtrV6HSgF1F4BAndnzLDpG91VJJVBRzc+PxEt1U8+0gOmQqyoB5ft2RuiUGCw6gWVKLaYeAcAEmfW9Y/9fyezKLZbxH6XnL7XEovYPRztw/7eXJZyu1OeRJT/U93oARc5CNpX0UvqNUtn+w6kIfTxZUVSG/+3OhLMNq+Tk2EhWC8vYMTrO5o+vJo3EWT1jMdrgN6RyApf8sRGDflyOvcfIulPT6F6fKkBJqPAoiw4FHRvidPpZ+rtZLsyJvTB//vxOvzeJGzVeklWp95CsK2KA0oBeterIDbK2yDEpPfWoxxzFkh0NhNBhfmFjOX/PKa3dHD+rpMUr0Jy0dJ8f/OP9YXUAkRW666qjFp3mMTr+HpZZ1BYTB+vbWbZY9ld1XREHDhGnYxSA/h7qumqtQjIRMS4ctmT+Zfo5+iMCEXCW8/iazkz6RtdVqCKihr42GPtz9V4N1MeOePMHGeohn3M2WOuGo01shIQfnpa0Im+IOBWZ4NarXoZChJvLPceq43C5cO/Gtht+kdXmbOo82Qp9QoPw4cRh+HXqWGyYMRHDKE/aEFR+/vINR5Qx1FHURQSvT+V5LWdUL2BGQIhWm21Y4DA4c4wWnRR88MEHKCw0VKg8BOSCbFD6xTGLjuRZWVd9Evkipk5pkdFY3IiUZK5+6nZt1563sdyQetmFCKFDoqDeUIjJaYLNg5Ryc84Yp08Sa3fJWpxOnNIV2hQSisLqjg1YRsuFyW5CcIhn1YppixF9obWy2OqMb+HeO9hZiw65rjxQ6KT30M+VA0psimSS0OMCPvubYMIo6yjIitChCa+jbgw144oIqQErdUAp7Pv27WshdMj6qHLf7GO3grdaJNw0U/9/WQF8FZ6apQudo12x9Uj4MjMfY39eiYc372FxOF9nFbA0XWJ4RAhzUc07eRS2nTUJeRecgrVnTER4B1ZxvYIDWe+hcxP1TLzcugbcuV5vZ3C0qFWs67SwspssHmW1MFp0Gk1m1PVQxl5nPAJydBewOSmFWTU7476i8ArZxM/VQMWi40kLcn8/icUFZgZwJeiodmBsKk9EaNyrn1cbjcW0uhAhdJoFwIGKVHlm0hVjVD99m8rdq3E6RtdMvsEi0eHGlY1mhAZ5h9ChCW6sUgB4Z1NEy1o6h0gxN7Z/CLDLHuu6ogwRlUKDNzNmut7McqR1FFwVugWQ3Dmdt+jw89DkZ3JLrSWhk1kgY7OifainVc+YY+uqoKBmSQnAzgrjpr6+GfrjSwublV/uJlBPtn9v3M2q7b66O5PF4dyyRl8ZPzG8H/zMJkyKjUSPwADWgsOquD46Aj1/7glDmUiiOB5iTUkFSjr4+x8uNarQ8dAmwqGGWL2ynrobsE9NLFxV3Kxu6TsQ8PNHVVXHJ3VjLyhyXZELyJMsOmr5k70BeiXQYSHD2V/HPh6zR/yWX9LpVjMdQQgd5uYxCB2nxAIWPRUy+6sT2OL1gDMluIVrpgTmTjeuJKET5iWuK+KEwXq59gY08TgmJWAz4xBCp3nFaE91XcUrNWUI6hKuQu1DLEp18BHWkZANMV2FHYzTMcbokEWH3GGVlZXMZK8yYMAA/GToMXvOxGN/3ZGwGpbGrSCZoTxmKKISSKu1aCvM7lghmQRYuaH3EaH+gv1DgzAhuo3UtU5CIuna9ETt/X8/ysKvTukLRRadBg8UOqpFhyiMNQYkD0DTOl5WQbIFwjp6AmprOx73ZAwjICtyk9nkcfNUbASw16YLnWQnd125CvIQ7ODn8prSSnxryBDsKoTQoYurwWDh6FjR4G7NRF5/jfHsKi50og1hORVK07nOXFxyI1X/9bBRpx2GpSuDhCShQGpkzVyjlPk8o7qu3VVFdbMgbXJdNUta8QjiDRadAsP5YbKYEDWZq6BQUygiDHW8DpWR1lrWFTXws4RY8OOPP6KoiPtQzz33XGw42BO3/kc/zmdPxHHhvMn8vM7209Osh2fw84M+3Z9HsZDZ4UJuqra4sU9ylzbfnWo4URYXHD2hQ9ecUejYKQ7Fw4YcY6Z+dpQuNgf5D4Z141/afevQkaipqTksiw65rhwWz5u6A/2BPYaq0aH5uugpfPNlbXthXtdX6fa8o3UUqDGu2ByepZJb4+kb9e/w1d5ASH4Sog3jU21Ax8wP1YZUT2eTBRGhHuYw72Aqfr6Vj6bxSmxgZZPDbaJu16JDK09Ly0q+nkBcROtCh4g5RXdfpVZHHJlFp5oy9izIycnR3Vbj/oVz79NFTnIcMDQdx4WZJ/HrocFsQYFitOy1Uf/9Nx+lAMnO4HTJuGXNNgz56Q+cs3QdvlGETrifBZ+fyF0AxKjIMMxONRRJ6gBZWVk455xzcOaZZ6K6umXw9diocAQr/TeWFJSygplHgzqKQ1EuI+66cnWpYDvWFp18UwD8lfIVI4NHYt+ChUqCOGBOTj1socMaLFs9b+oODACqLH7I9FfidPY6MbwfP3cbV/4OuYmPGVuOQgKA5x2to0BVvT4oS15g0emdKOHaGXy7wWECEgLdhI49yNAxsR2qjcW7Gi2IDPPg4KVWsgCU0APkK0GoCUrANrGvHfeVMeuKhI7D0rmu3t2F6DDeVbh5jE5zodOvRg9K7WiKueruCWiQ4efgFp3iYj1QbOlu9y7pN50rHbdJjWrqWGR+ADL9+bWRvEcPut7UDYTOqpJyfHYwnwUFrzA0hjwnMQ6n9ohB5nlT8NHEYfj2pJEwK0GrHcHhcLCijWRtW7BgAb744osWz1FjfYhie+NROx5GVzldV40eODsZY3Sq6yVEK9eRq84F1/oGJCgLIsq8qu6E0Kl2a8cjw+nnefGSgQH8u28J4ueS7JTx0EUP8wedDq3W0L7qWrdzoSvwwFOp66k2rt6bPL/NAXHScH2wKw0O5G0OHPy7yZFRqK+v73DxLrNTRqNs8aoYHUrF76f0eyqw8RVwvNL8lNjXTt0Qo0XHr0ECPFTokI8/RrGuN/dI2JJskML5OdS/Oq7Tris164ricwgSOqrbCtZYbD6om7B7xQO3nI/jBgmsmECedpZl44NwVBkQLvHJ5K+Sii4feDtLUStBwGRlubkvj3OggOEze8ZqgcMdoXJzFda8sRbWKt0/tH+/nv5v5NQEXfiq1qSuxi3In+JQqGS5h0HZRepPUFUHxBt6yBUuLEK6ktJLDZaLOlGHsarRPRhZ9rRIZHDXFbFRETpEr7xU/PHHH2zbeYAnKtCvvr2LSxkIodMsFkVyepaptC1O0q3Z2CcHsjYHNHgT5ph4t9X1oY4LDToNLODWO46NyhjFqJAfwOOYehrK/7dXFdc4IFOWnr+1Y1ls3TkgmSw6LiUYWyWgHx+Zkir1VuJ5dfYO1XNRA2Up44qwBJt1oRN9IZwufi5NGw2se1s67r3CesVwYaua1enTjKgP0LIPn9pmSMU6DhiF1uDwYNzWLwXLTh2Pvs3aNxzKepOdnc1iYbI+zMbKU/5ExcNVeD/8I1wfeCN7ztNPP42NGze2eO25SXHwUyxFJHSMRVa7iuYu4Sbz8em31VXuq+o6sFg3SbHilP9VgX4G31ahxf+wLDqBVM4qwPOETpASMbE+OBpOJd6zcEEhxg0dh1mzZsF5UL/Gtnax+0oInWaxKJKhcZonkxIvsbLbxLrqQLeAZCkwCPvzCzqV6umpmUXtccJgPgDlW/nxSVUq4hIb2jHPG9PuqUy9jXwzHkqKsuCkeXRNszIpIUN4aYLgWmp6yr9zTt2hiwaWGbKBjBYdTVzHXqY9/vKtEqLCjr+AHpLOh8Isf13UXbfZBoviTpuXU3hU0l4PZ6K7Y0AqHh3WF6md6DtCFtxJkyZhaMpQfDr5c2y7Y4fb4+cFnI8TrDwa/Oqrr27xeqq/c0aPWM269OH+XDy5dR9OXbwG67qo1pB72QbAafFMoaO6r8goYQmyaLXManbVYIDh/CpTasocTnq5KcDksRYdh8mEmlF8cnI1yihdXoZBgwbBYWjwubmia92jnne0jmKRKkLyzGurVU7i/RJx0BzUIvNqZ9GhI9tr1Q7ddqDWZPHIzKKOpJgX+QWA2nQG1QEJFZJm0WmrOJ5xdc2Ejr/nnjQzJ+ki46Nf3Cfy6BE824aeEVLBBU5O3aGbnroVC6xu5royBQEhvFBY/2QKCj/+Ioc4cQT34WX7B0H9NUPX12uxKRSbtP8QZQeOJsa4sBBL51fzTz78JCZsnYiPwj9FxA7ddeDSvi1wf8iD+L+wNzHrwJUo+Lll1d5/DOilbVMF5hd3HmAi5/5NbVdjPnyLjgyXh1pKeyXorVWoWW3EWD37Kr1AT+ioCtbdt53xOlDWFVlIPTEYWaW8n+4KLV5agsGDB8OZdQCyi//mwqJzFKgzDNymZuZ7b+jplOfHlxgxpfp3yziEYib3Q70yCNIKgoriqaZHb4EmWrr4nJIJRRZuSu11UNaae07+dXWrvVcqDRYLZyOllnvuOXPBSUCAMvb+uIqn+KpEDNQH6LAyh1ah1WixOWSxQMWiYw5SXFchYwDJ0sK9erw565Q0raJtph8fFqu2V+OEMH0y+r2w8x2nj4ZFJ7gTcTgE/aahH4Vjmv90mJSmig2mBtRdVYsLambiz0a9mFGyOQWDrYOx4YpNbAIyMiwiFJOoGEoz1pZWIusQbVM6QvNmubKfZy4gThmpi3eqZRZuEDpRWx1adlFduKG+QyezriiL0VMtOkRxcgSrlk4Uzi/CqKGjAHsDXHk8M3NnVQ0ritlVCKFDg7dSu4GCdSWz505abVVJLrf4oclq1mJ0iKxDtDlobkb21Fox7WEy6QHJ+f7cvDxpuX5x7a6qxTV/bmmRTlukZOkF1slohPW4x5ccCaFBEiYN5dvZRXrPKyIoTTetRxnmvEO5r9yLBfJjZzc1oKmpCQgdrz02YVD3OW4RoWYESDyGaFugstp0AaOK9EDd77M73pvo6Fp0Orea3/niLgxu5MW1GuQGfFv/Da4vvQYXvXwBGhsb8Vrtq9jlaNneYe2F67H55q0o+LEQTqXW2JVpraeun7l0HUs9PxKaF8WTPdRSOm2Uvr1gtbtFp2ZNJVDAm1g2RkSz1h0dodJwTfnXA34ebtGpcZkRNyNO63vlWOZ0c181uWTsquq6gGQhdEjoSHww9m8EXN5TKgaDU5UUaklCYWAgq/6rkn+ILJLqZqsrsuh4cmuMQ3XVzVeKxQ3dCcwI0letfxSV4+pV7mKHUmzVQFuKXQoJ9OzLaNpoXXD8tk7fT6vGSokXy+tRol8Y2bWHEDqGDKEwxXD43cLv+Ub4KS1ch92FpEj+YXcE65kycX/Wo7cSQLqyuFzrJXWsMbp1OpJZRVacvO/y8ce0VTj4tB589lTNE3i3/m2UK+n0BG1/nPYhriyfhQvLzsM+h96mI/eLPGy4ehNWnPQn6nPrMTMxHucn6cdHe15dA65YuemIGn+6FeKkOBQPtSBTKxM1m3H+aqAxLAABPfksX7GhEpZCJevBbEZGdceqI5cbyjqYGk0IDuo+i4TDsejQEJJ6i+4KJTE9depUOA/qcTpdWU/Hs0foLsJuMphL/b3HokOpjiR2iAy419IpVStzdaSmhVK8iywg3kb/FP6dCvz0UfXJ2gQ8MpS3AyB+yi3C4gJu0qBsk2olposmcbJ0hQV79mU0ZYS+/dcO9/O/3J9PiEml+ih1qMHZmAqtZl3d99i/AXMYEDqZ3U/rQfWe0K1IjeNWzi1BEZCVhgrFC4txWa8e2nNuXL31qGQcdcbaoRbva4/87wuw6fotqN6oTxZf1n+B9U0GJasQFhaGn+b/hFK5FPWox3M1z2Jt4xo4Zf171u6rxba7drIaPW+PH4JFU8diy5kn4o9Tx2NgWLDm7n18qy6SOovRPeNnl+Bv88yxmIqHXqLoeVoTUdPaiDFc+ThrnYgu1q3p5KLpCJWNjW41zTzRuh5o+MxkFA4bEQr/eD6ulP1Zjn6p/eA8YMi8aifztbN49gjdRdgtuovG5IEnUHuMG8j/5lkDWSl/tZ9T1SFSG90KVJHQsXjmoNNxi46ewdKYWY/b+/fCCyP7a/tuXL0NeXUNKG5mrSBLV4TSF8pToYJ5ZmXu3KQvqBjVgXywSeLWdsa2Q6zaja4r1aJTJ9cDEdMBE3cFnTOR16/pTvRL5LFHFRZ/5Efxz1azpxazzVEYoEzmZNF5aPPhT+ZdEb8S3E4wsqPGgf2vH2QiR2W/IwMv17yID+rntvqak08+GT169MDcufzxXFcOHql5CNdUXInnap5BncyFbcmSEjRVOdjvNioqDIlBNgwKD2Gip4di7v01v4RdJ0cqdMx2EwI9OvZNP7eXbpQRqmQwEr1KdKG6o6KjQkct9SHDLlk9X+jY+fUffTKPU3LVuxBXHedm0RFCpwshE68qdPzp4HtwvEVrTBrKv0+JNQCUrRmpWKzrbEEdjgmgrKsmq2f6yw9FbyXkIM9g0anbz1dcV6Ulam4Lagvx5LYMN2tFWDVZdCyIDvewhjzNCPCXMCCZb+84SKtQfYKxh/FJq0cBVQ8+dI0horiZRadJboSDmsgFj9b2Tx3V/a6zIWr/M7LqhOijcuO2WmbFCDDz4fKdfdlHHI9yuK4rf5OJVSpui61/345dD+pZUI7AJtxedSt+a1yEv/3tb3jsscdavOb0009nf+Pi3F1SZOFZ1vg7Ftt/Y/dlh4yS31tma9osZsxS2k7QOurTgwZVfLj1zOyeXc6CFphqn67lm4EQJcWc6F+gj73bOziZq6U+eGKI2SMTQ4KaWXQIVegQIVlhkGtr4Cor1XoOdhU+L3TI3Cqrris7ZYfAq1ADTYutAe4p5sEhyCku6WCHbtmrYpeMpCqpoAV+gVqibc0+voIlMz2V1VdZUVSmxecQoVUy6k1mxEZ5/sEZ0Zf/JcPB2l36fmckH2AtTiCpgV8o+6rrUG8smtgMt2NUA5S7FHUdrPvIRuiewW7DiP42QElM2GPSs61qM2qZe+aJYcpBAvDQ5j1HredTe/Erwda23VbVO6uZy8rI4rLFmhvukksuwZ133omHHnoIw4cPxwknnIAHHngA11xzDXs8Pl4pvNWMtU1rtO3i31ofM65I7aH1cfr4QO5hHRujRQd2s0cXKLX5SxinFCTNyAXqe+hCp19JNOR6Ponv7mBMU51S342s6xQXGKS0U/Bk1xURfZIudEw7+PjiLMjVxhG3c+II8HmhU2fwt1MwsjXIuw5JUhwv808WHcIYkLx8m3vRsPZSPc1e1P7BSFiwhFBbI+wms5ZiXrO7Rkuz7hcarKXUZtc1YENZZQuLTnyUB9qRmzF5mD5wPv2xPklJcfr+5GIuApxy+xkRqusqqFZmAqnEpUyOwTyfPCrUhR56GY1uQ2JCJNDAWyDslvS4nNp9fFK6Jj0RIyNDNRcWtYY4VqgLj7Zq6ND5uucpd7/jvrC9+KzhE+1+bGwsgoKC8Oijj7LqxytXrsTjjz8Of3/udqKsl7Q0nmbfs2dPrFvH43m2NG1Bk9IEsPi3YsitlOBICrJhitLlPKu2AWsO49hUNatPFeLhY7Ex2H5LmR/8YvmCKL4uHi4l8yqn3t5mvS5jQ9cGxc1LNXRozPFEa1eAYT2oFlj3j/VHyCDuFm7c3YRgKRiufD31s6usOp59JnUBzdOo/fTClV5VL6bYygczY4r52v0HO2RGJqETGO6FKVcKSTF8EM8MCNMCBhty9DiDCdF6FhZVhG0eoxMZ5vmX0exTeQdxYsFq4EAen8ysPfSJtWe2fq1saye2QHVdqYHIpa5SwD8FsHJ1M7KfqdvF5xCRkZFA7Xa2nesXwSslKhYdgj7z9b2VegQAFuYduo1KV6GKAKNFx1nvRMZ/92PJsGX4OfpXFC7g6fGOIAdOzZqKvx+4DcUu/TM2d01t2y/jphddeOVrmbX/8PPzw+bNm7Fr1y4cOHAAI0eORFRUFJrQhA329ew19sJGVG5svRLyhcm6ReiHHEOH3E72HKQ4QpfDjLAgz0uhNjKyr36Ob9grIXIcH0f8HH4IKOTH0NmBLEajdZ0sOp5a6kOSJM2qYwzj0qw6MjDcbwSc+foYm9FFRTo9f4Q+QoyWC0ujhJBgz463aI1+yTQhW9kFEl2mr8Z2l5R1KEbH1GhGZGTHy817GpQBRGQpPa+I6l36RH6awfxgjNFJziEzshnhwd6Rofe3c/WB+bPF/G9wQjCrvUIk7XUdMragzuHUrik1ELlELgHCp2rPOVEpZNndoIneT0mtbjKZIccEaBYd1cI3PSEaavLh11kFx6TZ55/F5ayuCBFm5eMTfR5K+9792F43UU68UfQ6Fq9QfkADERG6YJ//p4xRN8h4Yx7w91dknPIPGfklMoKDg9GvXz9YrVY2MVHFWmJ102rttTmftR6Dc3qPGK1lxmcH81DQwU73zQNumXtG8vwmwiN1Tyc27JEReYJ+/OMNOvBQk7lbfaF6oN6Di7cGKutlo7YzxumMD54Al0Ho7GmnuXJn8HmhYzSXWuslRIR5n+WiX5KkxelQUKnKftncoVWE1GhClBdbdPqlcJtqpqEPTdVWfSIfHhGK/s2aJ4ZVyizeiczI3iB0iMun6dv/+1ZGXYOMsPAwFDj5SZOyUx8u1pdVHTLjSrXokOuq77ibtP3T9ZjkbkeoVTebV8fyuApHtQOVm/j3jfL3w2RDW4j/7mrbKtoVkKChdgsqZ/VU+k39XOwWL2NLsWEnduDpmifxs30Bi71pjslkYu/32Psyzr5XhrHA9bJNwJVPtXRJ3XXXXezvH/blsIMLl9wv82AvtLfaD+sCxapDwfuvdPLYqBM6TebURDjcw4VOek9yjfPtlduA4DG60OlVoptk9h/CPdO8KrKnWnQIxfOLnGKgopqfb5ETIrUqyaOl0ZANKeZruqiPmhA6hqvd2mBCdISHnkHt0F9JoaZaMekHKbuMn2BFaf1R2Maqq7qZv9xTL6yO0D+Fr5J320L1+jFr9RgDWtleZ3BZEHQc6dIk15W3CB1qBHv2CXw7vxQ47S4ZIaERKHRxoRNaJSElgJ8I68sqtdpCbWZcKUaxUpMT+yt5VDzpRSqo1l2JCdSX2jtjdUue6hYinhzezzAQH904nd8KSrQ022ERIbgmsQdcTS7sfUGfDEbMHYYpGybjnsp/YUXjH2yfGl9jhCYWstw8/J4MNVY4IkQpKqoUi/xtnbvYOeusszBw4EDUo07LviLX7rZ/7mi159nDhvpT6wzxbB1BrU/FA27NiAjz7CB/GjfOGMe3ab5eUhSkdTLvWxTW4Vo6VQavA8Xo8GBkeCQzlMLoNO1+9TvfNgeaEXsaF/AhrlCMreoNZ3GhNs4cc6FD5cIpkO3MM8/ESSedxLrcbtnC6zX8+OOPrNU67aeL4/3333d77fbt23HppZdi4sSJuPHGG5Gfn69nPjU04MEHH8TkyZPZey9cuNDttfTeM2bMYO9N/5+Vku8iaOWhYrGbEBPpoTbBdlDbHOT6BbHg0P6GMiADflyOrzL130KlvF63LbqaPDOdsaOk99R7glWZ+KBSsbbCLehyVmoP9DSkDYzazB+rN5mgZKB7BY9eK8GkjAortgC7ilJRoAgd4qZAPQ6jtRW7ew0dfoxKYs6Bw8Vn0+vP5AXVuitJUbV0wrPtr+sjtTidwp91oUM1dSKV3OH9h2ilcqR8k6W3nbjeHoUlfZdiYfwiVG3mFqbQYaGIPzuOiQ5nO4UM/+/deTj9XzJ+38jvk4fpyRskFM2TMPde/feYfqeMOc+78P0fMuqVBVF6ejr7+1HdhzCHmrXjsWzcChx8JwuykhFExNv8kapEyu6oqGaBtB2BAnIblIw3PpmbER3h+YPOjWfrx/aDxRKC0vlgMSYvWmtguf4QVotqw3xna5A9NhiZuOLU1psIJ16htxYZZR0Nx+7tWm+9Yy506EKiwlLvvvsuli5dissuuwx33HEH6urqYLfbcffdd2Px4sV46623mDhRBQsJJHqMhM6SJUswbNgwJmxU3nzzTVRUVGDBggV45pln8Oyzz+LgQT6I7tu3Dy+99BKef/55zJ8/H4WFhXjnnXfQVVQYVqCmBjPiooO8MoWaVm05SlG8SX+6Dz6Pb93HmngaKavWB3BXoxVh3ndYWsTo0Oi/w8qPTVN5E0r/0GOYAsxmzDtpFB4f1hePLw7A5D/5/iZzo1dVjB7RV8IT1+vfZ3tuHAoV1xUxozRQqy1E7TFoMjtUVeSSuAvZX3rZv6/o3scqPS0JqODxLTuqAmEawFfeNTtrULtfjxdIDQ7UWh+0l2p/JJBIUK1mQWYzIv6RyQqrGel9ZxqzHOTkGJqUNePjz3/Gy4vPwl9KkmVUGPDLCxLumy0x0XnZNGBYb/35b/0InHe/jMDpMvpe7oItmi/Dq+RKfBPxlfa8uow67LhnJ7bd7Z69OTicu/zqnK4OB5O2iEMxWRAb5fkrCGpc2zOGby9aB/j35ubf4CY/mLP0BpbG79+cKkO8JBOBHlpHR41bUou0/rGFd3cnIsfrwf9plnQ49xpqXBxroWOz2XDDDTewegvk7z3ttNNY0FpmZiYuvPBCJmAsFgsTQ6eccopm7Vm/fj173syZM1kq43XXXYedO3ciN5cHHZHAoX0UCDdkyBBmufnll1/YYySW6L0o9ZEev/baa5ngaQsSVTU1NW43sgC5XK5Wb6U1hh4iDWbERge2+VxPvZlMMiuMl+PP1cr4DcCpDy3WVDM1aXw/I8ftNcWGsHjZbmFC53h/j6N1S4iUYZb4QPNnMI+/INacvw4H3s7UntcrKAA39UlCv20Odk3S8NPk1/a55am3OWfLmlVn5c5wFBoyd+oO1uGyFKX4EBVVXLUFDQ6Hft406NdTqBLGU27lE9adF5OPXu4W37GtG0uvLvpY+w67EpRZily/Cwq156lWC+JgTe1R+SxrS8pRqmQiTZCCgHJ3QdXjkgTEnBHNnrt3b+vVmilNfMHuadiTze8nxQILn6eCjfrvQOkub/+L98ZrngxHTV6/yfgX0OdtwD8Zb298Cw9V34+tTXrl5ewPclCxqUJ7v8FqYAqAjWWVHfquFcr3VF1XDRTkH2I97ufDkd7o2F7Au56AtExOoL5iDN3Hrysyem0o1Y9f85ux/QOJwFqTBTa/7n0dudq4keVx1nT9/CLLIe03BZoQmMbHiV7mXpCzujb27YiivbKyslBVVYWkJPf4BWLDhg0444wz2Pb+/fvRp4/uuw0ICEBiYiLbHxISgtLSUvTurS8paFsVSfScsWPHuj1WUFDArEiBgS0VP5Uxf/vtt932XXTRRbj44otb/Q45ReVu1ThrKwuR2YXt4bsLSdExWOOvH69BeaH45vO5CHn4BXb//o27MUy2I1px2LNYC6sZtnoZjS4rHPZSZGYen4aGx4L4iGjkllnwe/QAXFWxAJFOngmw895dqKgrR/g5uk/dnt8ACSZUWPxgNdczoe9tjEiPw/q9AcgqssIUdTKgjLXFO0ow/YJYfGrzQ0Z9I1uxv7lhO86J4fFNGYYilFRnqNxkgkNRTacNy0Fm5rHvE9UZQkNDgbIFvHCgZMK8pnD8S3ks6/scmM7kSiDSoQu6v/ZnISCia02eG6vr8VqOXvRqZIVuhY26KgLBJwbBNtzGxmB1MdmCsJMQPGkePv2NH//QQCc+vScfUf5OND9lowOAHx6h+iYS5v8ViOe+ikBpFXdTOSlpIf5aICAV2DoN65vWs9vaR9eh6L8lLC140z1bkPx/icy6lNSkL5IWHcjGWPnQ2Ve7a+1uVotqsxkVpTmA3fPH4lFp5PLmqf3rasyYpOxP2t8ANcLrt4xMJNe3nsmYbZijSATWmi2oLMtGZqNnHpvhyeT25Wb0n/+sw7ljuOCzpJmpKSP8JD/E5zSiujsIHTWuhuJ0yNJi5OOPP2YCiGJ1iPr6elaoygjdJ7FCN/W+8TF6TWuvVf9XW0KHqnxSrJCRvLw8JsbICtUc575KN8vFgL5JWulub2J4X+DXdTJbDQS5HOgT3AeOHVtg/20B/KfNoAL9+KPehX/05nbF6r/2GhpXWpCeEoWUFD0N0NsY3FtG7hrAYQnFg1Uv4Y1JT8O5gQ8khc8XI21aGkIGBLNA0B1Ve9h+KsIYbHMhJUXpnOpFvHgbcPLtfLsweiqQx5WOqdSEgWmpeCU0Amf+zifXl3JKcVrfNPQNDYK9gIanSs11VaJ0hR+UXI1xI7pZF89WGD9+POCsBGo3s0rOy8oi8FB6EOozalG/uR4JQQnwi/bDCMkfyOMTUIUtCCkpij2+C3h/fw7u2qWn2FLbh7Mt8chUjmv8sHgkzXQ/lmS5diNwMDD4F+zO1QezJ28w44RRh/4NBvQFbrsEWLIR+GQR8O0yJ+xNZiB8CuCXCDRyl0vKDcmomVeLuoP1qFtXj8A9QYg9NQbRDicse/PhkGVsrnd06NjkFNOxzNaETqHJiv594uDv2fHIjMgYwPwiuSKBvxpiMAl8bB140IqtynMyXKY2j5O5mqzNpXoLCJMVg/oloZ2WZ92apCQeBE/NydftDURSUgqzIDvHu1C1iMub3g0J2FFXA3tg8PHLunI4HLj33nuZeCBXlpGff/4Zn332Gf7zn/8wy43q8qqtdc+Hp/skVFSxYnyctuk1rb1WvaBbEzlqLQwSQ8Ybuc1I5LR2U2s3ELLdhAD/1p/n6bfUHhKzS+coVp0Qewj84IeG+d9o3/+VXQdQZG9Co0ytDSRtsiKfcGSo1C2+x9G69VYCkomDfla8E/4Wkq7mkwLFRWy9bTtbrTaVNEFSFtelFn+E2Fzd4vN39e2k4SbEKV68huABqHTxtWd9ZgN7fEJsJE5RKuFWO5z4354stl91tajnTqlSkbt3D6dnnAeqZblyBR8TZKBxtOK+cgEli0vZ89Qmn2qtj67433+VViLl+99x1wY9nZw4KzEWQfX6+WkJtLi9jor8tehhFXu51kCVYnLe/7eEW87v+DVsCzDhzAkmfPqQCf+4wGCRieHxVkRmbib6PaQXi9l8w1ZUbahCiJ9VqyBNFr+SxqZD/j9jPTMecMt7sB3v86ErbmHBJgxXHBrLi2yQlFTqIaWxcNVUaRlqNL4c6tiQCESwBX5+x/97mQ7zZrGYMFnprENVKpZt5t87bJhuNU+3pMOstII4LkKH/GlkyaEf5ZFHHnGrcPr7778zgfPKK68w37AK+b0pqNhoDaLgOdpPpmKqvml8PCMjQ4v0b/5aeoxihNoSOp2l0pBe7mjs3oGSR0JyrJ55RUiQkGDuAVdeNpp28nVFlWTGc9szWnbo9qJaMW2RRkJQJSAN3377LaJuj0Bwf/7FKcul5PdSNOTpgz5N4mFBnmk+7mhFbUK2xqKAiv7RtZvfAKfiTnhr3GCteN7yojLmf89TyhX4NcrMzF5i4fWX4iI9o5IFjSts7KrnVjuipJ8ep1P0Czez9wkJ0r77odKDO8oDm/a4VWonrCYJ9w1OZ1WQVSgd1wgtOo18/M1q2FJv0e6veVPCVWdIh12N+tqzDdb4mEu0zddeew0vLn8BgUP4otRZ58SW27exLCzqbt6ZLtQkllV4HR3eJd1bmDCI/3XSlJvIj2ei1BOuDD63ldib3AL528oMpmvK4uH1hYhZ0/Xf9vXv+MoxdIhe3iPN3BuN87/BRycozRqPkE6PPk899RSLqaHsKAo8VlmzZg3rm/Liiy9qIkVl1KhRLCtr3rx5LFj4vffew4ABAzQxRKnjtI8sN9u2bcOyZctYoLPaWZcytSh4maw59DxKQe8qKhShY3LKMAS3ex0pSlawatEhEk3cYlH32nPaviWFpS0yZ0joeHPWlVvmFWFLY4J+6Yql6HN3ulvQJU30KmTRiQjxnsG4LaFDFEhKFp4M1Gfz7Uh/P0yKidQC2g/U1CNPKUsQWc6TKNQea/FRnjM4s/GrUS+5kBURDmsEt44ULixCxfoK1rE7NShQs+gcaYPP7LW1F9wAAEO6SURBVNp6bCx3L8I4MykOX00ayTK8SES0JnQqKyvx66+/6i9KewFX/GcM6h1Kdo9Nb1x7uPRNkmBzKlamkLFsIUBQCZEXX3oRH8d+qKVN1+yuRd43+RiiZF4R29tpF6JSZbCss2Bki3ctIEb108eJ8kj+21gkCwLz9MzOvdWtVwGuMAT4kwj0D/eca6ktZk4C4hWL8byVFCsrwz/aDwEJfGGUZk5D8YrfMSVSP4+OmdCh2jfff/89q4kzbdo0TJo0id2oQRylnJMQuemmm7T9JIpUdxKlh5NLa8qUKez5JIpU5syZwyw7JGruueceloreq1cv9hiZkimFnbrukiCKiYlhGVpdRaXToZkEmzz//GkTyrYwWnSIZDP3CbuKC9G0fZPWkM+9caXsVUXx2iLdKHQCuLghgR13ZiyLySCKFhWjdo8+GJVY/REZ5tn9eNqjf7I+OBdY9O9Zn6mnDE9W/VsAfsot0iwSJHTUY0QkxHhOsAVzXzXqbQ5oLkq+midcyE0yNlyzGfYiO/or6p9qfWTWHlk9nRd3HmjRDfy9CUO14+swCB2LoQcUhQpoRF8M9LzD7X3Ik9gVlpEJfXjQMyPuSrfH3v3qXQx+caB2f+9z+zAwWB9ntnXAomOs/svGYqt3rTpHGdpB7Lfog2l0ge5R2Ft1aKEDuwlhoZ6/uLJaJNx4Dt+m8k9v/6RYdYZyq06wKRjxpngt2P5I6dTUnpCQ0GrFTbUWTntQevjnn3/e6mMUy/PEE0+0+dqzzz6b3Y4GNeR4p4urji4u71pFGAkNkhAeLGNfo66Q+1n0Cq8UmGwdxLtLf5lZ0Mx1ZdZKmXsrVK7dbOYXnRQyggwXWL58OUwWEyvIljU3G64GF/Y8rbtRKV1/eLh3DchGhhgMswW2GEAZh2v21CJmKnfnTFLaIRCfH9TFQZQidEotnmrRWaTdzysB+jycjrJVZSj/qwINuQ1Ye/F69PtPDOaDu7J2VtZotXU6S1ZtvdYsllxVH08chilx7oH/rVl0yFVINcY4ElJPehMHmvXSvJIbxo+Y/94/BkOuo8+gZGBlPQHIujiJmBiBqMmRKF1ehroD9UhaUAlroMR6dHVE6FQbG1fWA06bd43FVDvG5g+QZ3d1bRBGKvuTCy1Qr5qdbQidSjevg/fUNLvhLAlPfkSFLoG3fgAeuFJG6JAQzT2cZk5nGa39+x95KXXPcJwfJWigqDFxJRlUDzi8t50Tg7pTF1htqLBwM/wI60gWq0M0bVyjPc9Ydpu6nbtsFqbAvZnAAAlDuUUesm0QYA5BdnY2O0cSZurVgFUqzVbsCwhFXJT3njTjBwKqIWdfmL5in//qAiYCieERIQhRShLsMgzUkRXuFp2YcMnDLDq66yq7yAWT1YQR7w1HQI8ArRda7A7dxbur8vCbDy4r1N0Xt/frhekJMbA0yxCltgsqZhv/UW677TasXbsWCB4Fy8jlOFDEV8MU+Hruidwde8t5XXPcB/eJxLknKieDX08g/oYWma1979NLiGQ+fwCpgTx2h1yah3LtGS06/uT99PeuBQQVZpw4hG+vb9BXjf0L9YXnu/uyW+17pR4bsnRRc2Zvsa4nxko4dyLfLiijmjrN4nQs6axMTVfg00KHotldyhGgk0gO8JzB+HCgooGUebXbFqb5iD8I/xgDLYPgzNgDZ17L6qppmd4R/NYRTuCNmln9FISMY3Fl1dXViJwQAf84d9fLhuAoyJKEhBgPLVHaAYJsktaB+WD4UDQo9VAC8wJZUU+CJuTJsXqzQpXIMj6xqVlXMeHwGMaMGcOtFY28/cJBJQA9IN4fw9/RgyP9P9ALKe46goDkVSy1mjM1Qe+vZcQYjPzDrz+w+mKvv/E2MHAeMGINHEFKkzIAz98k4funTMj43MQqXXcVd19meK/0/wLpr2p3KWEkYkw4Yk/jlr6GvAYklPPB1e5yIc9QgPRQQsdkN8Pmf2QxT92RM8bx41dotcFl5cemf21PLRmEvvGDm/UgeJUqpa4bEzpelhhys0GIv/69rLmuiHRzOuuS0BX4tNAxRrOT60oK9m6h01ep67gqJFa32Jii8EDwQ4iUItG4zBDUSJNTicwaM/qF+orQMfz+oRPYn+LiYkhmCT0v1bMIiV/D+f2ecV5iR27HqkO4JBP2gU/88eYExJhiWJkJ4nylY7URsujUSDLsJm4FiNaTcLo9qamprB+fGqdTWu2PmjqlVP047qIhwjfZYVbm4464Z1qDApnn53J/k81swsgIfaA3Yq/S4zSuv+V6FusoJ/wdiOK1ygiq//XCzRKmjT4649gJQyTMVl1hkhnocTMQxsv+7tnDJ+gtvTdrz4/er8efHKoVhLEFgqvRgkB/73JdEaeO4X9pgVQWzseNHqYENL38HGxN3Dr4c14xXjbEa1EPsBpZDyOo9SKLDnHKSKCfkvRAfdjKbf4wB/MxI9GcxILtuwKfFjrGzuWkls1B3n04+iTyAfC3iJ4ouGmYZoYPM4XhItslsP82X2s0R6Qr15ufF0T5d8qiQ4SeoAkdos9d6QgZyEeYv2wN2KK0iojy4mBk4zlDbDTrg84Z/mcy1x5xekIMAs3u107vA5Rarh4bl8cNzhdccAFQzd25LtmkdVomBjzGY9usDiC13Ky57SjWpjOQFWP2yk1anZQLkxPg1+w4EuQ+3biaJwsQdtmOrKreQK8ntX0PXgWU/Cjhn5ce3cUa1eOhjBmN8Knsz4oVK1jZkOsevxblLu6Ki9iuu/Zac8m0ZdFxNloQZPM+iw5N6Gqn+IP+/IIwSSYk1oQg/q/f3XoPqvFuzetSUVXkMC9akEuShAu4cZjxxxZqfMpFYJwpDpYja96g4d0zeycsOkF1gC3C5BMWHWJjdCwmLp2gBTae6n8aQmpNqPu/F+EsKkBUYRPO+UVGg2RCgI8IHUrBT1BjQCNOBfyTUFRUxFLN6TiNmz8GPV9NwFMh+oTmaRP44QRpq/xic8GhBKCeE3AuMv7az7Yp1frv/fXq0OPXyQipparIPP4gxFrucY1Pk5OTgcL3tfvvztcn3pDBIbAoq86xamlbSpPN1juNd4S/r92BvYoAGBgWjKdG6MkBRtg5qLiumuQmOKnLWupz3KoC4J7LgceuMyEk8OgfY/odX7vD8H8S5gDmYJbirvYn3OnYyf5GZ+mLpn2Hsugo6eXWRhmNsCI0yPvGHIpz7KeMwduc+sCRYk7BhldfwMVR+r6b12zHovxilNjdS31QZXtvG3NOGmaoxbdRRpDS88osmRFnamktPhy8e2Y/BG6FmOplhEZ738XVltDZmQlWtyDpCj6TBUgBODvgbDQu/w1Vt12JJx+2IzkXKLf4I9yLa8U0X124WXWGr8atdzzM+rFReYTLr70cw2cNg8OiB5x4ezYai+tSKA9Kxi92ns5sk2yoel1319zSLwVn9YzF4IBAXDxPjc/hK7P4UD3Y1lNg/fvIolO7jd1fuRXYlSlr50mgsuoc/ru+4l5hiLU5FBSzMi+HC6MwqwUfTRyGIEMKvxEqruovceurXW4Aoi9k7SmI2MBsPHXjsb0+e0RLGKTqWmsM0HcuCgsLWWkQYpcidJL0JDxspXr/7VCuWC7UOJQIL3WXq8dtvzXYrQow8cst1yLAsCD4+ECeW/FWCiMgi463CZ0TButJD9/9Afil6NmLPc3uIQOHi28LHYPrytpgRrRSFMxboYBQNW500z5uEk+9uZd2FpzpfxYzFVJriGCJn2ylVn+vu7Da47YLJFjNykrULx7ZER+jzjqO1Xb65hulXYYfL7pjlpq8JtWzPSuXlgAUkI65dXNR6uJ9dwK221D2F5/cAy1mfDhxGL7y74NYpa+nWiwwJab91Xx3hPrrUcV2FLyn7ft8MRc61HBY4j0akVAARCmFU9eVVrJrqiMcMFg4LuvVo93UdHIRBlBvLf7BYOqnl/J4YDa11jj2CxGy6lC6NCP6fCBsCnbv5kUF9zqUPnnVQJQSg7ypvKrNzCs6ZiVKh256DU3mEWHemc04KJX/VpQQIis/2zALF60Hd+9CzV1ztOcuzi9Bdp1uPQ6lmmZeWLw1OFDC+UqHd+pfur7GUNTW3DX98Xxb6Bgj/RtMXp0qrK5E1Sya0kpKmwVsSTYEn8yvnDBTOEZbRyPSpNdGKWMWHfgMJw2X8NE/NmkZNwgcAAxeANgMFb/8eaHFsIAqj3PJdBY/q6S1D4EtHfWow8f1H2mP73poNyv5r2LP14Nm1dTyvon6deZx7qsSvRfc75uADz74AMOGDcMb895g++jXHwo+MJc3NmH/IVw0KtmGLKSUoPYz95jQAReNFc5guEzconjq6EbcennqcbtO3vin4dw3FCrc78zQtpOz+G9PcUgZbcTpUPsH6q9HhNRwi05MhHdmMw7idXBRY7GiNpEHnqdaUhEh8TG3OnM/xjbxUgV1Thfe25fTIkbHGxeedxliy1bW6F+QMoK7At8WOoay46YGC+KjvVvoEKrQITYomYx9ruutp7f6T0ekKcpd6HhR8FtHGDEgDNg2g6q08R0mPyBFqeRNbisLV37RIZ5nqTgcequLKvbdI/Gb/VdkOjLZrop1lcj4D4/VUdOKVdRigYNSPTNgm9rUsE7d9Xzi/nM7MH/hErad59QbDvav1C3BG6lLYQcwBi4nBfHj1J7Q8Zf4xN+gZLFNGQF8/qj/ce0HNWs6r83FiDoTiOQZYDVyDYqcfKGQtkf/fOMXrmo1O63E4J4JoZYzZgtiorxU6Bh0aUasPs4Ot3KrDpFwYJe2vcVwvDSh44ULzxF9eEFFYnFJMPyilFpv/mppxSPDJ4ROeRtNrCrq9QvMZbegZ1zXNArtzozsow88G/bwVVTctFhUmXhGzRjrWAwO0wNVfM11pVbGHdXfDPyVCDiUynfRMwFrNOCvN4BKifMNAWhsj3HJ1ffDBRdeq3sVTplfVxn/OQB7Mbfk1BuEjmrROXGUOht6FsOH80rhqOQZMeTp3pHL68TkufQAlMRcucNp1CrUakUl+RAWnZKMElgl7h6jdH0qBvjby9Jx77NmNku44yLDZ+j3IcyhI/Dqq69iv5OL3/T9+uN0lC5evsFN2BCtBdwmxLQv/jz5WqIyAMRKi245H2nVJ/SCVcsxuJVBVz023ua6UgsqDlfW2xn5EkImcBEYIHfNeeATQueFLL2wl5GyGoPQafTei+tQFh1qc1AxgMdaWCUrLrZd6mbR8cYLqz3MZjN+++03wFkJ5CvxEDTRxM52EzrjRxxht0QPIb2nPlmdc/Ed+Nvf/obtjm2Yb/9Ja09w8M2sFq4rVizQUY5B/RI8W+iUzdf2ZdaOaWHRidrb1OE0ahVqgqqSFNj+uNNrS5qeRGALY26j7uIyvf1C4MKTlTuWMPiNXYvoXqcj28nPh9RmrYoKGhpx0qLVWKDUDiJKjUKnhsehHG8RdzQndLVZ7m+14VrW6+RIPcd6w/r1uCbVPQg3uEZGQiGvo+Ot4/EoQ9JhZR9dBHYFPiF0FpbVYGFeS7FTarDoOOx+XntxGemVoKdEz/8TWLeLr0ZPe1RvimOr01eYOwPDfc6iQ4SHh2PZsmVICvhD35n8sFZIkEjt4Z2ZIe1lXmXkASefzGe2r+q/0NLNsz/JgavJhbos7pKh/mg1JgsCpXyYW6kN41lCZyHg4C6EGv9pgGRFlVyFGhffZ9tYrTRSAb7KKsCuypoOByOHWi0IU5f4rUCd4oeXcbcGlXr4LjoFgd3Iw06C6+1/SVoZgnq7hMe/SEKuk1u8qMxAc/Lr7bhi5Wakf/87cmrrUWxv6bqK8OIxZ6ASp2OXTbAO4/FWlloLLpl+qVZOIGTnZrfaVOPXAxYntSmyIMDfO+epkYYq3jvC3Xu9HSmeOQIdBg9u2cuqTBrJV7rCSi4ZjgbfcNEYA5KJMTfKWLpBRq+TU2BLdl9ZZgSEoNDP5hPHpTUmT56MrJ0LEOXglgsWm5N0r/a4ujLzdoy1dHZnybjooosQHx+PMrkMq5v+ZPsbixpRvKgE9YrQyfcLZO1GYkK6prLp8SAmJga33norQK0vyn7gOy0RQPg0tpmruK9MeU7mllG59s8t7WZfUYd3NRi5T0jby3On3YUN12zSiqbNi0pGhcUfhzAAHXOo/MSaNyWtwu2OTCtyQ/VB5uxiPSSgb6j+fSl4+9kd+1stiueNcSgqai0doiZe/6JXnjxb237kvn8j9fuP4CorhX9NE05XMv7MXpp239yis7okAIFKPZ2uwGeEDjWWm/PXNrcKnIUOvpIIpw7dkFiGiS9Apm8j1zwjgxahPS4wBGNQlkkYL9bkzYNORxgR81urqfpjB8AnoIE5QGn1RfVkTCYT/u///o/dX2bXK7rmfJoL2cEH5Hw/bhVMifXMjCsVijeZMGECUPyVvnPwT/Dr9S/NfSXJEiYE6a0bqEryxvK2g5L3Gpqf9jNM/CqOWgd2P74Hi/stReVG/j5FUj2+jeamgO5k0VGJDJXwv3/o40pO2oPa9tV/+OHFkf2x4rQJWDR1LCIMFqxvswpY6rmxVgxZA715cdU/RT9OecH64NrX1o/XbwKwfft2rPj4A1TediVuuXML4hWHhF+Y9wqdgSn6OLN+NxA9OQpSF83JPiF01C/5fXYhhvz0BxYXlDDrTqmLD8KR5UAd2QV9hDsuBh6+Wr+fWQCc8g8ZPW9MgVWpJVQT6I/5kfyi8+ZBpyMMTrMADe7BBmedwIMxfQF/PwkTlCzPgwV0vsgYNIjv2OLYDFmxZxT+rMddMIuOMWPLgxk1ahRQ/itg1wOQG5OeQZFVb/R6kaEkA/Flpt79vDm7DQ1Amwsdcv9tvnkrC/B2VPPxySW78GTAbtSY+bV5iNjl48bUUdA6dFf5RaJG4hZ0eWcdrumdxKo/U6f7ZaeOR5Q//y71Thd+zNHPG6rBVGfy3jiU5pbgnZL+Rfc8sQ+XzbjM/cmOJgTL/Dk0Q9m8uOWMxSJhKK+diH25QI/b0zB175QueW+fEDrpn89DsFJ6kZrHPb0tA4X1dq1gU0QFYLd49sqzM1Cp+EeuNWHHh5I2aG7cC/y01Yqx345GrznJeHf8SJbhQYctqvU+gz5D//79gNLv3PZdd6ZviJzWrIB/bAHS0tJgs9lYKnGWxFPNjeQpFp2Bqd3Q/NBJWKd2cl/tusRtf1HERG17aokNW86aBKsSJEyWiuaucqPFR6W/MqOTqyvjlQNYGL8IhT/pEz/xk/1H7DOE8XRHi47qFv/uSeU8kSTkKGK3IafBrft6YmAAVp42oUX9oNhiGRGVgN3q8OpFRB+D+F9XGwRzkC5epm06FRa4x2wFSdzqQ7FL3l6lfgAvUcbIcfjDYjg2R4JPCJ07l56MT8L0I7ihrAq/5CvlWxWh0+jvOxYdlQG9JHz8gH7hzF0gI2xoKAY+NQCbGrkZh3o/efOg0xGuuOIKXDBmJwLNPNV88rBmDUB9gPGGul2b9sosM23aNB6rsrx2eYvnHwjgg/PIAZ7v95w6dSpz16FqFfCXHmBRHKanBNfn1LMJ/IwePP28xN6EuK8Xs6adRUosoMpmg6tmQGgwEznb7tyB3Y8qaZAqJsDvSgveqnsDMOvxCt0tRsdITLiEk5WSMLkBEXpc0gH3bLTYAH+8M14x/yj028f/uvy8e9EZZJO0+kM7ckwY9n9DYI3k4qZprwO/P/Y7FixYgC+//BLvv/8+a7pMVHtxxpVKb0OGp6FW4hHjE0InxBSCqhv34P50vVrTvzboRZkiKmS4AlpffXk750wE0pTQnEXrgOxCGfZGmZXiJhL5uO3TUDuArz9/C7s+j8Drd0r45nHpuBZqOx4M1TOc8eIXwOL1MmbNmsXuL25cpLmviN/Dw7HXFgY4qjC4n2fW0DESERGhZZqhMQ9XjudxScVKiwuiPocHF8/pk6xlYBHzc4vx8s6D2n1qg6AWFYwN8EOsw4wNszch+0N9VA9MD8SoT0dgRvFpqJpUyY+tyTOEDqG6OXP99c9cu69l+tWoqDA8NqyPdn/0JuUc8teDk709ILmiBjCdEIsxn+mi2f51E6ZPms6C/q+46AqtHQ8v3gqvprfB2kXuq67CJ4QOIVWYMPE7O3q14uAmv7AU6JtCh9JDrz6DD82UKPLBQiBPN3YhUS3/L0BSnISbZkqIDvctkUPEN8v2vPBBGQOG8FT7Ylcx1qeuY1kSve/vgxcTlLRsewaio7s2TfR4MXfuXDz++ONYsmQJ3n92CoICnG5Ch9wzxISYCLw+dpDmKid+yi3SsrCoRYTaemZkZCi23bHDLbZp2OtDcPKaSYg7LRarVq3CVVddxR8wWHQOUUj5uDOmP78+cv1080PtvtbrC93arxcWTBmNuz51YtQWnkIfEODdFh2iv8FFsysTCB8djpip0dq5tPsxbt1rKDTUpfIFodNT395nKMR5pPiE0Gmgjr+knufmYW5CX82PTgTWyRhODYp1K6vPcdXpzKXOeH+hzHpgqfTk157AxyELljHNnFainyzroVm2fjL9gJPXToL/5alwmbgZ3iYVeY3li/pePfDAA5gyZQr7Tr3inKg3W1itIKIuW2/pcEmvHsg6/xRMU9Rhbl0DNivdu9dSkzlD64iCeYX6IP/PNPS8hJtXm5qaMHPmTNTUKIHLHmTRoXL+RLbBolO9ve3u5eNjIjBko/I8sxVBAd5v0emfrF8Xu7P534HP9IfJxqfkzHezUba6HPYCXeiUWf0R5uXteNKNQke4rjrHfBtPI3c1uFAyewceSkmFqnVOWwLYnVYE+eAqXSU5TmIZE0RGLvDFEl1JJ8b47nERuHPree7nwqvfmhCdxANyc3L4qLQ/V5+kqOmpt5KqFHsuUIKuqbCfq9HdKny6Eq9DLC8qY39XKH+J6Lm8CzzR/7F+6Huf7sZZv349iosNRU6NMTrdNBjZ2PE+wNKAbP8g1CtCt2K90kqlFVwOF0w1+mQeYvP+eElj5tVPq/h4G5QWhP4P6fWHMv57AHaDRccXXFdUtDeKhyQJ11Vn+SR1JnbJ/KiRQh73ciVWT5+Af/7PifMWyMwETXUgfJkrT9O//+vf6/u1pn0Cn+fvFwF/vSHh0qn8fr0dqEz+glkbCgoK0NjYiG17dYtFdIhu5fA2+iSq7hlFgLiAuoPu7pkTY/WU85XFPOhthRL85i9J6PkHtzSHjQxD6k0GXwaApUuXuv9Dg0VHbX7YXSGLV1JkGVySCXttvPJvfXYDGgzWCSONxY2QlMimcos/Qn0gjICSGXoo1vIfVgLb9nOxk3xtEgISucmu+NdilK4o8ymhY3RfkWeBxpiuwCeEDqVJP5o4AK5wfgEV/VKMkNV1GLFdgkkGiqwBiAn33kJMHWGaYtEx4u/Ha2MIBOoENnagxAKy1TL2jVI8kDCHxaDk5+dj90E96LRnlPdOWH2SuXsu198Qh5LhLnT6hASygGPiz+Jy1rFcrYg8XAqEVQlFiT0tBlKz3lUrVqxwux8WyV1a9Hbdpc9Ve/SK5d9zV6CyPAew5sJ1qN3fMijZ3Wrhh/DgrovN6K5QG4d/XqL/jr+t0/sO9rpBN/dkzc1u5rqC19Pb4L460HY5qk7hE0KHqAofh0199BXmrkf0VM4iqw0xSnqfr5IQrTebUzlvEq94KhA0Ny9/+Shlnik7ev6DfCvYsGED9ufqgaS9vLgXmJoGm6dadJjQqW0hDCfG8OC/GocTH+7XbfEDyvXxJl/KQ2GhHqtD7Ny5U9seO3YsIqJ6dOtigc3pFc/Fym7KvlOo2VmDPyatwu4n9jJ3lYq9qLGZ1cI3xpxT9EQrrNqui7ukKxLdauuo0ILclyw6Xem+8hmhQ/zXPgnmYH4C1e7VByVyXcVHd/MIv2PAGePd7187wzcGHEHnGZQq4ewTlDv+iUD0TDz00EPIMYSV9E3xkFn5MFBLMmiuK1pMbWsZcHuiInSI/+3W08xTD+gT2xV3X8GqL1dX89c3NDTg4EH+XNr/119/odFp9Yj4HJXeieYWFh01TjLj5f3Y88TeVi065LqKDPONaWlIGhVv1VurqJl51nArEi91b8dDXesLrL7Rd7C34hYmDJUZjgjfOKMqlrA/Jc4obOnlfgIR24Ii0DOu6xqIeSr3XC5pplEKthRuK0F7zDnHIITTX8W2XbnILlbaIriaMLC396Yystg12YEDAcGoU0xb5BKnRpxGJhridBpdurjpuZFP7tT9Pd+Vh9zcXHzzzTdsX0ZGhjbp9evHOx3WNnhGxpXKgFT+QakJaWvsf/Ug8r7Nb5FCXW7xQ5QXtzkwQoVY1ZpDVNJjj+6lQq85Kdrs7DJJmBvXh6XGenvBQGKUoen0u/PRJfiG0Nl9FdDEi8M85kiHI4avNKnn8Jvx/bDPFooBvUXUbVykhF9fkDDnHODbJySPiAUQHD9OHwdMUargwi8OiL4YFY3KdVS/E0mJSmqSF2K1SLA489FkMmN1CBczjioHSpfrmVRqnE5SM3US42eF/1oez5PpPAgHuLtv5cqV7O/u3bu156pCRwnt8RiLztB+ekXshVH8+wf0CED/R/VZbMstW1H2V7mbdb3U6o+YCO91eTZn+mh9jP1a74+LoPQgjHh7GJKuSsRnp43B9iC+aPAFi86AXhKmjebbGXp7uSPCN4ROYx6w5wa2SY3x/tV7LGy3BuPmHtH4IYoqmTrQI1pM6gQFm75xlwnD+4jjIWgfEsIPXW04T+KvASQl9qR2K3r0aGk99SYCwEfhP8P0oIJ1l25A0a/FbnE65yfHu71utBwESTHubHNQES/ODz/8wDLXtmzZ4iZ0DubLUGoMekyMTlJ8EODgGXhzo1Mw8v3hmLBgLFJv6YXEWfx4uRplbLxmE/K+5pYdqkl00D8EMRF6s1Rv59Sx+vYD78j4Y7Nu9UuYGY8hLw3CrgDu/jObPef3P1KuOr1r5x/fEDpE2Q+IcPGePHuq/PBmRRVyQvnqIjq4xuf7OQkEh8PYAYDZpLhrQsZo+0PMBxEezlOLvZVAE6+suS3Q3UW38frNqM81FBBMcbdsDczSx5ptTVu17aKiIvTp0wePPvqotm990XSkXqJPfhM9pMca9QazOHltpRpzAmJmxMKWZGPCb/BLAxExnp8b9kI9EHl1aAwcJhPioz3EbNVFcTrGvnmXPybjQJ571hkV51StOd5SgPNQnDQMXYpPCJ3gYG7vC6l8W9v3y5ZegJnv75vsO6ZSgaArCQyQMDC5ZbGLy84e4PWDcqCFWyyqLH6QA/W4EmetEzvu1Xvp9Q8Lxq39eJ0cm9mEgcv0yd1o0SGysrL4hjkUiL8Bz3+li8X4SODfV3jOMQ00KZlkkhVX3fgAfvzxRy2FevhbQ1nLECO/hHNLT4ISWuAL0DXy4zOS1jSXgvnPuleGS4nnolitAqWUTrR7XLfXt9tJ7ULPt08InZAQ7i9uLP2ddeMmKpzc900M7esDjk+B4ChxzonNFgr1Gbh7zjh4OyF+epZV8Zl6V3OicEERipfqTeMeHdoH758wFN+PG4GAlXyJ3hhjR5VcCQQNBfq8DfT9AIi+AEh9HhhfAPR5w+09f3qWkgU8R+hE2PRqyJ98swrnnHMOqqp4tWxbTxvGfT8a/vHcevNLeBB2UByK7EBMpO8IHYJKeFCjYKooTew4SE1zdWuOGp+V5GN9Byd3oVXHp4ROZUU5LlSaEBtJ7+E5g4dA0N24/FT3mApT5j1I62VoQ+ylhNr0INot/aIxefWJGPT8AG3f2gvXI/O9LG3lfk5iHFL3yZAdfLVeElUCxMwChv8JxF8LxF0BDPgSSLwTMOnum+F9gMqfJYzq51njVFyYoYBiQGqL+kAkdiatOAHjfxqLN+KVIl6OCpjNPjEtuUExoi/erP++//uWnyM5hr6DiXpHEZ/g4asl5PBExCPGp4ROfX09/n25AzZ5v/YYxRc0rx8jEAg6zsBeEnr6r+V3sp+Hq/g7r3dbEdEhugsqp9iF4D5BSL4qCUG99RzgnQ/sRl2mPuGX/amX9N8o1QH9PwRMbeeMXzsD+ONVCaFBnnc8k2Ic7Qodwi/Cj8XrNJr4LG52GmZ2H+OcE4GeMXpbiHW7ZLe6VL5m0UntIWkemGMqdCgjgALlzjzzTJx00km4+uqr3TIE3n//fUybNg2nnHIK/vvf/2q1IIjt27fj0ksvxcSJE3HjjTeycvEqVCDrwQcfxOTJk9l7L1y40O3/km93xowZ7H/S/6fOvp0hNDRU23bai2BfMx7IfxMBjRsw72kTG6gFAsHhc9dZfwF/xgIH72Udvn2BpDg9Lie3mAdkS2YJw17To0tddhc2zdmqVQIuW8V7XRG/OvXnzT7VgSdvkBAf4cBpY5xY9ooE1zIJ795rQnCgZ45P/ZMNQbWhvLrkjh07WjyvrEoGJG7BCjDrx8fXoJIF98/Wf+sH33UXOqLB8jESOk6nk6WMvvvuu6zp3GWXXYY77rgDdXV1rDfLV199xcTOl19+iVWrVmHevHmaQLr77ruZ0FmyZAmGDRvGhI3Km2++iYqKCixYsADPPPMMnn32Wa0y6L59+/DSSy/h+eefx/z581mp9HfeeeewLDoEfU5XYymw72Zc3O9VnDnBJ4xaAsFR5Ybrr8OwQYmIiIjAiy++CF8gpYcNkLmAKSjXx5Hw0eGYfuAUrTljxdoKFP9aAmeDExXreQCzf7IN+yx88pea8vHuvVbcN1tC/jw/LHzRisnDqcWGZ09sAynYuH4fvxN6IguwpgVvc/ZkKmlF9DT/lr2wfInrzqT2GXx74V90k33WddWVdCrdyGaz4YYbeD0a4rTTTsPLL7+MzMxMJlLOO+88JCZy3/wVV1zBLDEzZ87E+vXrYbVa2TZx3XXXYerUqawaaM+ePdlrSdxQdtSQIUOY5eaXX37BnDlzmHWHLESDBvGw9GuvvRaPPPIIbrrpplY/I4kqurWWdUUsWrRI2x4+fDhcLu9tPCgQHCtobKDr3OFwsGvdF66r2JhIoKkQ8EtAcWWA23emVjMDnuiHjVdvZvfzfyyAOczMLDxEZa9woJQPv9GuX2E2XaVl2ngLsbExQNkCoOftgMnKYo927f2mxbmxbQ+58/gYHRnc6BPnTltYzMDfLwTu+B+//y2viMLoGaNnY/kKLpeLlSo4Uo4or5pSISmKPikpCQcOHGDCR6V3796slDmxf/9+Vh9CJSAggAki2k/WltLSUvZ842tVlxg9h5raGR8rKChgVqTAwJZtG+bOnYu339bTyInYWN25+d5772nbZJ0ikSYQCASdhbnm63YzoVNtD8KWHdkIC9InaVdfF0xBJrhqXShYWIjGUD0N//v8ckCJ4e4ZuM0rx6HIyEj41a9GI27nO5IfxH7nP3DSLXW4bEotzhjDY5fWb6XCizwYOcxW65XHojOMSKFp2dDZkqw50Q4EIhe+eGhSU3l813EROmpcDcXpkMWEhEdQkB6ER9sU/EvQX+Nj6uP0Grqp9zvyWtU605bQueaaazBr1iy3fR988AF+/vlnt30ktijup/nnEggEgo7ArMz1a4BwnspZ40rCUF4uR6PqjBrkf10AV5ULJe/ogciLnMrCz1mHm64cipSUZi/0Aug7/fTZQzhVj1IAzCFYsR1YvSsQ0ycA6T2Bshr9uPRJCfbKY9EZ6OtTIcGtes4MHrnOgvQ03zsuri6y7h2W0CHz9L333sssOaori0RHba3uX6VtMmcT9Nf4mPo4vUYVK3RfFTHtvbamhvtzWxM5hJ+fH7sZMVqLVIYOHeoWuyMQCASdIS4uDqjTg2t3Z0k4cah7XE3y7CQmdIzYI/xREMB7gkW6FuPG66+CtzJtMqXbt3S3OJwUbAt8/ogJmYX6NJSWaOsSV4Wn88rfZUy/U2bHiZorX3OG6D14JJgOR2GRJYcC5ShWRg2YI/MSBQ6rkNsqPT2dbaelpbk9RtagnJwctp8yoqKiojr8WnosPj6+TaHTGq2tEEioCQQCweESExMD1OkVkLcdaDmhR06MQPQU9xzZZTHRrBM1MWOoe2Vkb4Pmh0unKnecdcCadFglvnD9Ygnwzre52JzLx3o46zFmoG8VC2yLk0dIWP6qhBdvkfD9k0LkHHOh89RTT7GYGsqOslh0JU5uoG+//ZYJGHr8k08+YfuIUaNGwW63sywsChSmOJkBAwawQGT1tbSPLDfbtm3DsmXLtHif008/nWVqUf0FsubQ8ygFvTP4+7v3TqHPRoHTAoFAcLiQ+ztI3qtlXv3nK+DWl13YuEd2m+hHfTISabfzOANrtB8+MikxB3W7MWmU96fSvHCzhMtOzAZ2zATsB9G0V19k3vCfBNidyqK19FsM6u9eYdqXmTBYwp2XSB5bXqA7IcnGYjeHgGrfnH322Uw4GM2Lr7zyCkaMGMECgT/++GNm9aEMq9tvv12z+FBa4eOPP47s7GwMHDgQjz32GBISEjQLzxNPPMEEDll4brvtNiZwVCh76/XXX2dCiDKw7rvvvhbuqfagQGl6D7Li/P3vf8fTTz/d4dcKBAJBW5DF+UDoh1qdGCIwAFj8MvUvcp+gag/U4bedFsx8Rlkg5r6CFR+OYbXFvB2qfUYxTXv37gUkCzDoJyBiuttzbPvOQW3ujx6fVi/ofllXnRI6ngoJHXJf0Vc1U697gUAg6ALGjRuHNXlTgNSnWjx26/kUa+FeD+eu11x48Qu+bdp5AaoOfuwzCRFUMoSs9yzA1BoDjDkAmBVXVcMBjDPPxuo/Vx3vjynwQqHjU1FfQuQIBIIuj9Mp4125m/O/b4Flm9z3Lduot0UYklLlMyKHoHCEb775holDNBUDWY9yt5+rATj4EJIS3VOqBYKuwqeEjkAgEHR9QHLLtgYqj72vG8zrGmRs3KcMuXU7MPkEXgTVl6CQhtWrV+Pkk08Gcp4H/owA/owCij91C1cQCLoSIXQEAoHgSIQOsf9u9qdPIlC3SGJ/iaUbga+WcrGzZifgdClDbuVK1grHl2ObGM4aZtGhHolXXeW9afaC44sQOgKBQHCkQif3RTx/2SJseEeCzV9ifatUrnhCxq5MGSv0/sdA1Ur06tULvooxc5ZiML777ju3LF6BoCsRQkcgEAgOk+joaG07UM7QUoGvmA6cMY7vb2wCXv1Gxh9bDHkfPi50qLwHZdqGh4ezbFhjP0KBoKsRElogEAiO1KIDoLi4WNu2WCR8+hCQeKGM2nrg9e8NL7LnAPYDrLK8r0KZaPfffz8rFSLSyQVHG2HREQgEgi4WOkR4iMQsOy0o/QE9EhI6VQvMWxEiR3AsEEJHIBAIDpPkZN51m9i1S28HoXLzea1M5KXf+bTbSiA41gihIxAIBIcJVXdXK7yvW7eOFSU1MjRdwj2XG3ZkPQlULEFiopKWJRAIjjpC6AgEAsERMHr0aPa3srISO3a0rKnzzN9MkJebsOyJFUDmQ2yf2udPIBAcfYTQEQgEgi4QOgT10muLvLw8bVsIHYHg2CGEjkAgEBwBs2fP1rYXL16MrKws5sJ67rnnMGfOHJSVlbUQOj169Dgun1Ug8EWE0BEIBIIjIDU1Fddee612PzMzE99//z3uuecevPXWW/jPf/7D9ufm5mrPEUJHIDh2CKEjEAgER8igQXrfKrLo3HXXXdr9V155hf0VriuB4PgghI5AIBB0YZr5xo0bsX//fu2+3W5HU1OTm9BRM7UEAsHRRwgdgUAg6EKh8+WXX7o91tDQgFdffVWrs0NtI4KCgo75ZxQIfBXRAkIgEAiOEGM7h+zs7BaP//Of/9S2hw8ffsw+l0AgEBYdgUAgOGLi4uJgtVpb7O/fv3+LfSNGjDhGn0ogEBBC6AgEAsERYjKZWlQ7TklJwc0339ziuSNHjjyGn0wgEAihIxAIBF0cp0NMmDDBrZggYbFYcOKJJx7jTyYQ+DZC6AgEAsFREDonnHACi8cJDQ3V9t17772iz5VAcIwRwcgCgUDQxQHJqkXHZrPhq6++Yje6f8011xy3zycQ+CpC6AgEAkEXW3RI4AwbNoxtn3rqqewmEAiOD8J1JRAIBF1s0RkzZkyrWVgCgeDYI4SOQCAQdAEUj6OKmzPOOON4fxyBQKAgXFcCgUDQBVCjzl9//RU7d+50a/IpEAiOL5IsyzK8nAMHDrCaFlTrQiAQCAQCQffH5XJ1ybwtZn6BQCAQCAReixA6AoFAIBAIvBYhdAQCgUAgEHgtQugIBAKBQCDwWoTQEQgEAoFA4LUIoSMQCAQCgcBr6ZTQ+frrrzFr1iyMGzcOb775prafMtRfe+01nHbaaZgyZQruuOMOFBcXa49v374dl156KSZOnIgbb7wR+fn52mMNDQ148MEHMXnyZJx55plYuHCh2//88ccfMWPGDJx00kl49NFH0dTUdGTfWCAQCAQCgc/QKaETHR3NhMopp5zitn/JkiVYsGABPvjgA1YwKywsDC+//DJ7rLGxEXfffTcTOvQ86v9CwkaFBFNFRQV7/TPPPINnn30WBw8eZI/t27cPL730Ep5//nnMnz8fhYWFeOedd7rmmwsEAoFAIPB6OlUZ+eSTT2Z/V65c6bafLDQjRoxAfHw8uz9t2jRm4SHWr1/PyqLPnDmT3b/uuuswdepU5ObmomfPnkzgkLgJDg7GkCFDmOXml19+wZw5c5h1h0TVoEGD2Gup2ugjjzyCm266qc3PSMKKbkbICkSFhwQCgUAgEPhWwcAuaQFBwoUsOSReoqKimFAZP348e2z//v3o06eP9tyAgAAkJiay/SEhISgtLUXv3r21x2l7y5Yt2mvHjh3r9lhBQQHq6uoQGBjY6meZO3cu3n77bbd9F110ES6++OKu+KoCgUAgEAiOEampqd1D6JC4IavLueeeC7PZzATJvffeyx6rr69HUFCQ2/PpPokVuqn3jY/Ra1p7LVl9iPaEzjXXXMPiiIzk5eWxzsKiBYRAIBAIBJ5BV3liukTokAWFrC+LFi2CzWZjbityMVFsDd2vra11ez7dJ6GiihW6r4oY2qbXEM1fW1NTw/62JXIIPz8/djNCrjMSOULoCAQCgUDgW3TJzL9nzx6ceuqpiIiIYK4psuysWbOGPZaWlsaCio1ZVjk5OWx/aGgoswYZH8/IyEB6enqrr6XHKA6oPaEjEAgEAoFAcFhCx+FwwG63M3OS0+lk2/R34MCB+O2331BZWckCf3/44Qct7mbUqFHsefPmzWNBwu+99x4GDBjAApEJSh2nfWS52bZtG5YtW8bS1InTTz+dZWrt3LmTWXPoeZSCLhAIBAKBQNARJJmK4HQQSgVvHuj78MMPY/r06XjuueewYsUKJnRIyFBKea9evbQ6Oo8//jiys7OZKHrssceQkJCgWXieeOIJJnDIwnPbbbcxgWOso/P6668zIUQZWPfdd18L15RAIBAIBALBEQsdgUAgEAgEAk9CROcKBAKBQCDwWoTQEQgEAoFA4LUIoSMQCAQCgcBrEUJHIBAIBAKB1yKEjkAgEAgEAq9FCB2BQCAQCAReixA6AoFAIBAIvJYu6XUl6L5QNeqnn36ateSg6tLUCfbOO+/E0KFDWTFGKtZoLMD41VdfsTYbvn5sCKrU/cILL7DWI1TMkh6bOnUqfP3YPPXUU/j555+151KR0JSUFHzxxRfw9WNDj1Hx1N9//x1UouyEE05gDY6bNzb2xWNDFfL/+9//YvHixazK/vnnn49bbrkFvsSTTz6J5cuXs0K5NM7S9588eTJ77P3338fHH3/MOg9QG6Xbb78dkiQd74/sHVDBQIH3UldXJ7/11ltyfn6+7HQ65YULF8qnnHKKXFtbK//www/yTTfdJPsq7R2b4uJiecaMGfLKlSvlpqYmuby8XM7OzpZ9hfaOTXNuu+02+Y033pB9hfaOzUcffSTPmjWLnS81NTXyzTffLL/66quyr9DesaFz5IYbbpArKyvl0tJSefbs2fJ3330n+xIHDhyQ7XY72962bZs8efJkdq788ccfbLyhMYbGnosvvtjnjs3RRLiuvBzqAH/DDTew1QN1b6c+YtTNPTMzE75Oe8fm008/xVlnncVW5BaLBeHh4UhMTISv0NHzpqSkBH/99ZdP9aBr79jk5eVhwoQJ7HwhK87JJ5+M/fv3w1do79hQi6BZs2Yx62hkZCQuu+wyZlX2JagtkmpBJ2sNWbaKi4uxYMECnHfeeWyMiY6OxhVXXMH2+Zq167TTTsNJJ52ESy65hFm+CLp+yPI1ZcoUnH322Yf13kLo+BhZWVmoqqpCUlISu79161bmjrnooovw9ddfw5cxHhvqz0bQBUcXH/V0I1O8r9L8vFH55ZdfMGjQIJ8Sge0dGxLHmzdvRllZGTtfli5divHjx8NXaX7eGDsO0bYviUCVZ555BhMnTsSVV16J0aNHswbYBw4cQJ8+fbTn0D5ymfsSs2bNYsKX+l4+9NBDePDBB1FRUcEWmqeeeir++c9/HvZ7C6HjQ5BfmE6eq6++GsHBwRg5ciSLq1i0aBGbyN955x3mP/dFmh8bdZVF8Rbfffcd6urq8NJLL8EXaX5sjNAxmjFjBnyV5seGJnSy5pA4phWo2WzGBRdcAF+k+bEhS9cnn3zCJi+yBH7++eeor6+Hr0ExW2StoGbVJILJskPjizGOi7Z97dj0asPalZyczGKWKA7wcBFCx0egk4YuMBqIybRM9OzZEz169GAm5sGDB+PSSy9lK1Bfo7Vj4+/vz8ykdHEFBgbi2muvxcqVK+FrtHZsVGjFSStRWm35Iq0dG1qt0wqUgpHpWqIJiwJwfY3Wjg1dQ2SpuPzyy3HdddcxIRgXFwdfhATw2LFjWdA2ufRojKmtrdUep21yA/oaz7Ri7eoKhNDxASiKn1ZWpJIfeeSRNiP5ab+vNbNv69ikp6e7HSdfzH441HlD1hwalCjmwtdo69js3buXCWQSOGTFoNiltWvXwpdo69gEBATgnnvuYefNvHnzEBYWhoEDB8KXcTqdyMnJYdlp+/btc1tE0Bjka9zbirWrKxBCxwegdODS0lJttamyatUqlJeXs+1du3YxN5aa6ujrx4ZiLchfTIMQmeAp9fPEE0+EL9HWsVEns4ULF/pUEHJHjs2AAQPYRE7nDLkeaLurVqWefmwKCwuZy4rOnS1btmDu3LnMsuMrUMwWXTPkpiKL12+//YZ169ZhxIgRzP377bffsvGGjh25+HzVJWxuZu3qCkQdHS8nPz8f33//PXPFTJs2Tdv/yiuvsGwZis2hATk2NpaZCym2wFdo79jQakI1sdOgRNlX//jHP+ArtHdsaGBev349m8x9Tfwd6tj8/e9/ZxO8KgDpWB1JEKU3HRuyXtB4QzE6FLxO1h1fE4EU70fnB1nOya1Hdcz69evHbhdeeCGuuuoqJgRnzpzJ4lJ8Gadi7eoKJMox75J3EggEAoFAIDgMaxdZb8ijQAHJFONGmVdk9evbty8rREmZsLTvm2++YXGlVLagowihIxAIBAKB4LgKHbJ87t69W7N2UfD6KaecwmpTnXPOOW7Pp4zht956q8PvL4SOQCAQCAQCr0UEIwsEAoFAIPBahNARCAQCgUDgtQihIxAIBAKBwGsRQseLOf/881n/EIFAIBAIfBUhdLyUbdu2seJcapl+gUAgEAh8ESF0vJSff/6ZtbsfN24cq86qQv1DqEKpyo033qg9ThU7//3vf+Pkk09mliAqw33zzTcfl88vEAgEAkFXIISOF0KVfKkj+fTp01nDRSo73pEqAm+++SarZzB//nxWxp3+CgQCgUDgyQih44WsXr0aTU1NmDBhArPOlJWVYePGjYd83ZIlS3DNNdewhoTUtZv6PQkEAoFA4MkIoeOlbisSOFQim0QL9WmifYeCmslRzysV47ZAIBAIBJ6IaOrpZVCczbJly1gHWOpOTlDTTuoi/K9//QsBAQGw2+3a88naoxIVFYXi4mLWcI8oKio6Dt9AIBAIBIKuQwgdL4PcT6Ghofjwww+1fdQNl4KLqWkaNUj79ddfmYuKrDzZ2dna86ZMmaI1USPrDgUpU88RgUAgEAg8FeG68jJIvJx77rmIjo7WbuSCoqZo9Nidd97J/lKztF27dmHYsGHaa+fMmcNcXTNmzGDZVxTM3JkOsQKBQCAQdDdEU09Bm/zvf/9DZWUl7r///uP9UQQCgUAgOCyERUegUVBQwAoNkqtr586dmDdvHqvFIxAIBAKBpyJidAQalJL+yCOPID8/HxEREbj88stx4oknHu+PJRAIBALBYSNcVwKBQCAQCLwW4boSCAQCgUDgtQihIxAIBAKBwGsRMTpeQGNjI55++mmsWbOG9apKTU1laeRDhw5lj7///vv4+OOPWZAxpZ7ffvvtkCQJBw8exH//+19s3bqV9cIaOXIk7r77bsTExLDXvfzyy/j9999RXl6OHj164JZbbsGkSZOO87cVCAQCgaDjCIuOF+B0OpkQeffdd7F06VJcdtlluOOOO1iVZCoS+NVXXzGx8+WXX7JqyZRNRZAooiKB3377LautQ/V2KBhZJTAwEK+88goTO3fddRcefPBB5ObmHsdvKhAIBAJB5xDByF7K6aefziwyH330EdLS0nD99dez/T/++CO7vfXWWy1ek5mZidmzZ2P58uWtvue1117LKixPnTr1qH9+gUAgEAi6AmHR8UKysrJQVVXF2jccOHAAffr00R7r3bs3MjIyWn0ddTgnUdQa9H70urYeFwgEAoGgOyKEjpfR0NDAXExXX301goODmfuK2jqo0DY1+WwO9bx67bXXWBxOcyi259FHH2VtIyj+RyAQCAQCT0EIHS/C4XDg3nvvZZacG264QYuzqa2t1Z5D2zabze111LH81ltvxd/+9jeMGTOmxfs+88wzLJ6H+l8JBAKBQOBJCKHjJZDVhSw5lE1FAcX0lyALzL59+7TnkfspPT1du19RUYGbb74Z5513Hi644IIW70tZWdT886WXXoKfn98x+jYCgUAgEHQNQuh4CU899RRKS0uZ9cVi0asGUCdyyqrKyclhj3/yySdsH0FWGrLkUJsHcnU155133mFZW5R5ZXR/CQQCgUDgKYisKy+AelOdffbZ8Pf3h8mka1cSKCNGjMDcuXO1OjozZ87U6uj89NNPzPrT3JX1xx9/sL+jR4+G1Wp1E0733XcfzjjjjGP47QQCgUAgOHyE0BEIBAKBQOC1CNeVQCAQCAQCr0UIHYFAIBAIBF6LEDoCgUAgEAi8FiF0BAKBQCAQeC1C6AgEAoFAIPBahNARCAQCgUDgtQihIxAIBAKBwGsRQkcgEAgEAoHXIoSOQCDoNOvWrWOVs+mWl5d3vD+OQCAQtIle218gEAgA1k6E2oq0x6RJkzB48GC23V2avZL4+tvf/sa2f/jhB/To0eN4fySBQNANEEJHIBC40a9fP0RFRbHtoqIidiP69u2riZqTTjqJ9U0TCASC7o7odSUQCNrkzTffxNtvv93CStKa9YQaxFKj2ISEBMyZMwf/93//h5qaGpxzzjm45ZZb8Nprr7HnBgcH45prrsGFF16o/Z/i4mK8/vrr+PPPP1FRUYG4uDhmWbr66qu1prJbt25lz9mzZw/q6+uZGCPxdccdd2D+/Pna5zRy1llnsc/1ySefsOcUFBSgtrYWISEhrOHtrbfeipSUFPbcH3/8EY8++ijbfuaZZ/Dee+8hMzMTo0aNYvt///13vPPOO2hoaMD06dNx1113aZ+NXHjEP/7xD+zatQvLly9nopC+Ix0LaqIrEAiODyJGRyAQdCklJSVMKFDnexIVn332GWbPnq2JnMLCQjz33HM4cOAAez4JGxI0JDRIwKSmpjJB8sYbb+DJJ59kz3G5XExErF27lomLXr16McGxbNky9lwSRvQ6FRJA5FpLTExk9zds2IDs7Gwmjui11dXVWLp0KW6++WbY7fYW3+Hhhx9GY2Mju61atQo33ngjnn32Wfj7+6OyshJff/015s2b1+J1JMTWr1/Pvid9LxJGX3zxxVE82gKB4FAIoSMQCLqUpqYm/O9//8O3337LBAhBIoMEz1dffcXEAgkXEgTEl19+ycQPiZDvv/+ePY9EBUEWInptVVUVExjERx99hE8//RSLFi1iIiItLY250e655x7tM7zwwgt4//33cf3117P7ZFEiYUP/n17zyiuvsP30fzdv3tziO1x77bVMzJx++unsPokyEj/0nYYPH65ZtZozaNAgJthI1JHFiJg7d24XH2GBQNAZRIyOQCDoUkJDQzUxEB8fz8REenq65vaKiIhgVpiysjJ2f/v27exvaWkpcwkZIc/6tm3bcMYZZ2Do0KHYsmULzjvvPGapofc88cQTNTHSHhRcTdahffv2oa6ujr2v0W3WnMmTJ7O/5IYzBmATPXv2xKZNm7TPb2Tq1KmaO4u2N27cyL5XeXk5+94CgeDYI4SOQCDoUoKCgrRts9ncYp8ar9I8PJCeY3Q/qQQEBGhuoYULFzILDFlYFi9ejF9//ZW5yq688so2P09OTg6LpyFLE/2PAQMGwOFwsFgfgqxLbX0H9fMT5I5q7/MLBILuiRA6AoHguDJw4ECsXLmSiYqnnnpKs/xQfA+5m6ZMmcJEBVlzKEBZzfai55IriawmJHRUQURQrI/K7t27mcghXn31VWYZ+uWXX3D//fd3+XdZsmSJFmRN2wS55IQ1RyA4fgihIxAIjisXX3wxC+ylNPYLLriAWXVI5JDLiywvlDnldDpZ4DBZWijuh6wqajBz79692V9yZ5HbiF5DzyW30xVXXMEeJxFF73Hbbbcxdxq5k44GO3fuZFlmhJqWf9VVVx2V/yUQCDqGCEYWCATHFbJ2UMAuWWvCwsKQkZHBMqEomPfOO+9kzyGhQiKIrD0kIMgdRUKGsrluuOEG9pzw8HDmoiIhRPEzFNtDgoayrB588EEWW0MiiJ6nZnN1NRT0PGbMGJZWT9+FgpovvfTSo/K/BAJBxxB1dAQCgeAIUevoUGYWCTaBQNB9EBYdgUAgEAgEXosQOgKBQCAQCLwW4boSCAQCgUDgtQiLjkAgEAgEAq9FCB2BQCAQCAReixA6AoFAIBAIvBYhdAQCgUAgEHgtQugIBAKBQCDwWoTQEQgEAoFA4LUIoSMQCAQCgcBrEUJHIBAIBAIBvJX/BxJNA9Km+6adAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = Chronos2Model(\n",
    "    input_chunk_length=30 * 24 * 4,\n",
    "    output_chunk_length=7 * 24 * 4,\n",
    "    likelihood=QuantileRegression(quantiles=[0.1, 0.5, 0.9]),\n",
    ")\n",
    "model.fit(\n",
    "    series=train_energy,\n",
    "    future_covariates=ts_weather,\n",
    "    verbose=True,\n",
    ")\n",
    "pred_prob = model.predict(\n",
    "    n=7 * 24 * 4,\n",
    "    series=train_energy,\n",
    "    future_covariates=ts_weather,\n",
    "    predict_likelihood_parameters=True,\n",
    ")\n",
    "val_energy.plot(label=\"actual\")\n",
    "pred_prob.plot(label=\"forecast\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a570c81c",
   "metadata": {},
   "source": [
    "For probabilistic forecasts, we can evaluate the forecast quality by computing the [Mean Interval Coverage (MIC)](https://unit8co.github.io/darts/generated_api/darts.metrics.metrics.html#darts.metrics.metrics.mic) (the share of actuals inside the prediction intervals) and [Mean Interval Width (MIW)](https://unit8co.github.io/darts/generated_api/darts.metrics.metrics.html#darts.metrics.metrics.miw) (the width of the prediction intervals) metrics to evaluate the quality of the prediction intervals.\n",
    "\n",
    "For MIC, we expect a value close to the nominal coverage of the prediction intervals (i.e., 80% for the (0.1, 0.9) interval). For MIW, lower values indicate narrower prediction intervals and thus better forecast quality when MIC is satisfactory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "70e28256",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MIC on validation set with covariates: 82.74%\n",
      "MIW on validation set with covariates: 1719.57\n"
     ]
    }
   ],
   "source": [
    "mic_prob = mic(val_energy, pred_prob, q_interval=(0.1, 0.9))\n",
    "miw_prob = miw(val_energy, pred_prob, q_interval=(0.1, 0.9))\n",
    "print(f\"MIC on validation set with covariates: {mic_prob:.2%}\")\n",
    "print(f\"MIW on validation set with covariates: {miw_prob:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8f08fb4",
   "metadata": {},
   "source": [
    "## Final Remarks\n",
    "Just like other Torch Forecasting Models in Darts, Chronos-2 supports historical forecasting (`historical_forecasts()`), backtesting (`backtest()`), residual computation (`residuals()`), custom PyTorch Lightning arguments (`pl_trainer_kwargs`), and more. Check out the following resources to learn more about those topics:\n",
    "- [Backtesting: simulate historical forecasting](https://unit8co.github.io/darts/quickstart/00-quickstart.html#Backtesting:-simulate-historical-forecasting)\n",
    "- [Torch Forecasting Models User Guide](https://unit8co.github.io/darts/userguide/torch_forecasting_models.html)\n",
    "- [Using Torch Models with GPUs and TPUs](https://unit8co.github.io/darts/userguide/gpu_and_tpu_usage.html)\n",
    "- [Chronos-2 Model API](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.chronos2_model.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6b18c34",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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